From 2feaee2a750d465b01e797493605cdbcc246c3ae Mon Sep 17 00:00:00 2001 From: Muhammad Rizwan Munawar Date: Sun, 5 Oct 2025 15:26:47 +0500 Subject: [PATCH 1/3] Update notebooks-data.yml Signed-off-by: Muhammad Rizwan Munawar --- docs/notebooks-data.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/notebooks-data.yml b/docs/notebooks-data.yml index b27a667..038c9d6 100644 --- a/docs/notebooks-data.yml +++ b/docs/notebooks-data.yml @@ -91,6 +91,7 @@ notebooks: - title: "Track Objects in a Zone using Ultralytics YOLO" file: "notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb" youtube: "https://youtu.be/SMSJvjUG1ko" + blog: "https://www.ultralytics.com/blog/region-based-object-counting-using-ultralytics-yolo11" documentation: "https://docs.ultralytics.com/guides/trackzone/" - title: "Inference using SAM and SAM2 with Ultralytics" From 426eb8f5381af3c5e36ad24324d14e60be4c8f18 Mon Sep 17 00:00:00 2001 From: UltralyticsAssistant Date: Sun, 5 Oct 2025 10:26:57 +0000 Subject: [PATCH 2/3] Update-table by by https://ultralytics.com/actions --- README.md | 40 ++++++++++++++++++++-------------------- 1 file changed, 20 insertions(+), 20 deletions(-) diff --git a/README.md b/README.md index 25eb84c..c7c6b56 100644 --- a/README.md +++ b/README.md @@ -30,26 +30,26 @@ Welcome to Ultralytics Notebooks! This repository provides ready-to-use [Google -| Notebook | Open in colab / kaggle / sagemaker studio | Supporting materials | Documentation / arXiv / Repository | -| ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | -| Car Parts Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HATMPgLYAPU) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/image-segmentation-with-ultralytics-yolo11-on-google-colab)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics)
| -| Ultralytics YOLO with SAHI Tiled Inference |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/tq3FU_QczxE) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/obss/sahi)
| -| Medical Pills Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/8gePl_Zcs5c) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-deep-dive-into-detecting-pills-using-ultralytics-yolo11)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/)
| -| Brain Tumor Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ogTBBD8McRk) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-yolo11-for-tumor-detection-in-medical-imaging)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
| -| Object Counting using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/vKcD44GkSF8)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/object-counting/)
| -| Google Gemini Model for Object Detection, Image Captioning and OCR with Ultralytics Utilities |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ottsAmFdbmU)
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[![Read arXiv paper](https://img.shields.io/badge/arXiv-2507.06261-b31b1b.svg)](https://arxiv.org/abs/2507.06261) [![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://developers.googleblog.com/en/gemini-25-flash-lite-is-now-stable-and-generally-available/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-gemini/gemini-cli)
| -| Automatic Number Plate Recognition with Ultralytics YOLO and OpenAI GPT-4o |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HS3Ta7c0zuI) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/build-an-anpr-system-with-ultralytics-yolo11-and-gpt-4o-mini)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://openai.com/news/)
| -| Microsoft Florence-2 for Object Detection, Image Captioning, OCR and Segmentation with Ultralytics Package |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ojoYESWLw5Q) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/florence-2-microsofts-latest-vision-language-model)
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[![Read arXiv paper](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)
| -| Export Validation Results in Pandas Dataframe, CSV, SQL and Other Formats.ipynb |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/j8uQc0qB91s)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://github.com/orgs/ultralytics/discussions/8153)
| -| HomeObjects-3K Dataset for Everyday Object Detection |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/v3iqOYoRBFQ) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
| -| Generate Heatmaps using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/4ezde5-nZZw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ultralytics-yolo11-and-computer-vision-in-smart-supermarkets)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/heatmaps/)
| -| Monitor Your Workouts using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/LGGxqLZtvuw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/smart-fitness-technology-enabled-by-ultralytics-yolo11)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/workouts-monitoring/)
| -| Package Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ZF7EAodHn1U) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/package-identification-and-segmentation-with-ultralytics-yolo11)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/)
| -| Track Objects in a Zone using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/SMSJvjUG1ko)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/trackzone/)
| -| Inference using SAM and SAM2 with Ultralytics |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yXQPLMrNX2s) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/applications-of-meta-ai-segment-anything-model-2-sam-2)
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[![Read arXiv paper](https://img.shields.io/badge/arXiv-2408.00714-b31b1b.svg)](https://arxiv.org/abs/2408.00714) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam2)
| -| Crack Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/C4mc40YKm-g) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-ai-for-crack-detection-and-segmentation)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/)
| -| Queue Management using Ultralytics Solutions |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/gX5kSRD56Gs) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-look-at-real-time-queue-monitoring-enabled-by-computer-vision)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/queue-management/)
| -| Construction-PPE Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb)
|
[![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ai-in-construction-saving-lives-cutting-costs-and-elevating-quality)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/construction-ppe/)
| +| Notebook | Open in colab / kaggle / sagemaker studio | Supporting materials | Documentation / arXiv / Repository | +|--------|:----------------------:|:-------------------:|:-------------------------------:| +| Car Parts Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HATMPgLYAPU) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/image-segmentation-with-ultralytics-yolo11-on-google-colab)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics)
| +| Ultralytics YOLO with SAHI Tiled Inference |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/tq3FU_QczxE) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/obss/sahi)
| +| Medical Pills Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/8gePl_Zcs5c) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-deep-dive-into-detecting-pills-using-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/)
| +| Brain Tumor Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ogTBBD8McRk) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-yolo11-for-tumor-detection-in-medical-imaging)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
| +| Object Counting using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/vKcD44GkSF8)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/object-counting/)
| +| Google Gemini Model for Object Detection, Image Captioning and OCR with Ultralytics Utilities |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ottsAmFdbmU)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2507.06261-b31b1b.svg)](https://arxiv.org/abs/2507.06261) [![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://developers.googleblog.com/en/gemini-25-flash-lite-is-now-stable-and-generally-available/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-gemini/gemini-cli)
| +| Automatic Number Plate Recognition with Ultralytics YOLO and OpenAI GPT-4o |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HS3Ta7c0zuI) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/build-an-anpr-system-with-ultralytics-yolo11-and-gpt-4o-mini)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://openai.com/news/)
| +| Microsoft Florence-2 for Object Detection, Image Captioning, OCR and Segmentation with Ultralytics Package |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ojoYESWLw5Q) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/florence-2-microsofts-latest-vision-language-model)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)
| +| Export Validation Results in Pandas Dataframe, CSV, SQL and Other Formats.ipynb |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/j8uQc0qB91s)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://github.com/orgs/ultralytics/discussions/8153)
| +| HomeObjects-3K Dataset for Everyday Object Detection |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/v3iqOYoRBFQ) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
| +| Generate Heatmaps using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/4ezde5-nZZw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ultralytics-yolo11-and-computer-vision-in-smart-supermarkets)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/heatmaps/)
| +| Monitor Your Workouts using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/LGGxqLZtvuw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/smart-fitness-technology-enabled-by-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/workouts-monitoring/)
| +| Package Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ZF7EAodHn1U) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/package-identification-and-segmentation-with-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/)
| +| Track Objects in a Zone using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/SMSJvjUG1ko) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/region-based-object-counting-using-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/trackzone/)
| +| Inference using SAM and SAM2 with Ultralytics |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yXQPLMrNX2s) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/applications-of-meta-ai-segment-anything-model-2-sam-2)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2408.00714-b31b1b.svg)](https://arxiv.org/abs/2408.00714) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam2)
| +| Crack Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/C4mc40YKm-g) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-ai-for-crack-detection-and-segmentation)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/)
| +| Queue Management using Ultralytics Solutions |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/gX5kSRD56Gs) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-look-at-real-time-queue-monitoring-enabled-by-computer-vision)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/queue-management/)
| +| Construction-PPE Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb)
|
[![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ai-in-construction-saving-lives-cutting-costs-and-elevating-quality)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/construction-ppe/)
| From e95528655e143c8b0b963b344ffc293b33368be5 Mon Sep 17 00:00:00 2001 From: UltralyticsAssistant Date: Sun, 5 Oct 2025 10:29:09 +0000 Subject: [PATCH 3/3] Auto-format by https://ultralytics.com/actions --- README.md | 40 ++++++++++++++++++++-------------------- 1 file changed, 20 insertions(+), 20 deletions(-) diff --git a/README.md b/README.md index c7c6b56..9a2a150 100644 --- a/README.md +++ b/README.md @@ -30,26 +30,26 @@ Welcome to Ultralytics Notebooks! This repository provides ready-to-use [Google -| Notebook | Open in colab / kaggle / sagemaker studio | Supporting materials | Documentation / arXiv / Repository | -|--------|:----------------------:|:-------------------:|:-------------------------------:| -| Car Parts Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HATMPgLYAPU) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/image-segmentation-with-ultralytics-yolo11-on-google-colab)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics)
| -| Ultralytics YOLO with SAHI Tiled Inference |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/tq3FU_QczxE) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/obss/sahi)
| -| Medical Pills Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/8gePl_Zcs5c) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-deep-dive-into-detecting-pills-using-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/)
| -| Brain Tumor Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ogTBBD8McRk) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-yolo11-for-tumor-detection-in-medical-imaging)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
| -| Object Counting using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/vKcD44GkSF8)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/object-counting/)
| -| Google Gemini Model for Object Detection, Image Captioning and OCR with Ultralytics Utilities |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ottsAmFdbmU)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2507.06261-b31b1b.svg)](https://arxiv.org/abs/2507.06261) [![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://developers.googleblog.com/en/gemini-25-flash-lite-is-now-stable-and-generally-available/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-gemini/gemini-cli)
| -| Automatic Number Plate Recognition with Ultralytics YOLO and OpenAI GPT-4o |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HS3Ta7c0zuI) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/build-an-anpr-system-with-ultralytics-yolo11-and-gpt-4o-mini)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://openai.com/news/)
| -| Microsoft Florence-2 for Object Detection, Image Captioning, OCR and Segmentation with Ultralytics Package |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ojoYESWLw5Q) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/florence-2-microsofts-latest-vision-language-model)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)
| -| Export Validation Results in Pandas Dataframe, CSV, SQL and Other Formats.ipynb |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/j8uQc0qB91s)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://github.com/orgs/ultralytics/discussions/8153)
| -| HomeObjects-3K Dataset for Everyday Object Detection |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/v3iqOYoRBFQ) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
| -| Generate Heatmaps using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/4ezde5-nZZw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ultralytics-yolo11-and-computer-vision-in-smart-supermarkets)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/heatmaps/)
| -| Monitor Your Workouts using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/LGGxqLZtvuw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/smart-fitness-technology-enabled-by-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/workouts-monitoring/)
| -| Package Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ZF7EAodHn1U) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/package-identification-and-segmentation-with-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/)
| -| Track Objects in a Zone using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/SMSJvjUG1ko) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/region-based-object-counting-using-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/trackzone/)
| -| Inference using SAM and SAM2 with Ultralytics |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yXQPLMrNX2s) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/applications-of-meta-ai-segment-anything-model-2-sam-2)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2408.00714-b31b1b.svg)](https://arxiv.org/abs/2408.00714) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam2)
| -| Crack Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/C4mc40YKm-g) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-ai-for-crack-detection-and-segmentation)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/)
| -| Queue Management using Ultralytics Solutions |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/gX5kSRD56Gs) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-look-at-real-time-queue-monitoring-enabled-by-computer-vision)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/queue-management/)
| -| Construction-PPE Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb)
|
[![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ai-in-construction-saving-lives-cutting-costs-and-elevating-quality)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/construction-ppe/)
| +| Notebook | Open in colab / kaggle / sagemaker studio | Supporting materials | Documentation / arXiv / Repository | +| ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | +| Car Parts Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HATMPgLYAPU) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/image-segmentation-with-ultralytics-yolo11-on-google-colab)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics)
| +| Ultralytics YOLO with SAHI Tiled Inference |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/tq3FU_QczxE) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/obss/sahi)
| +| Medical Pills Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/8gePl_Zcs5c) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-deep-dive-into-detecting-pills-using-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/medical-pills/)
| +| Brain Tumor Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ogTBBD8McRk) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-yolo11-for-tumor-detection-in-medical-imaging)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
| +| Object Counting using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/vKcD44GkSF8)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/object-counting/)
| +| Google Gemini Model for Object Detection, Image Captioning and OCR with Ultralytics Utilities |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-google-gemini-models-for-object-detection-image-captioning-and-ocr.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ottsAmFdbmU)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2507.06261-b31b1b.svg)](https://arxiv.org/abs/2507.06261) [![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://developers.googleblog.com/en/gemini-25-flash-lite-is-now-stable-and-generally-available/) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-gemini/gemini-cli)
| +| Automatic Number Plate Recognition with Ultralytics YOLO and OpenAI GPT-4o |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/HS3Ta7c0zuI) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/build-an-anpr-system-with-ultralytics-yolo11-and-gpt-4o-mini)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://openai.com/news/)
| +| Microsoft Florence-2 for Object Detection, Image Captioning, OCR and Segmentation with Ultralytics Package |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-florence-2-for-object-detection-image-captioning-ocr-and-segmentation.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ojoYESWLw5Q) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/florence-2-microsofts-latest-vision-language-model)
|
[![Read arXiv paper](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)
| +| Export Validation Results in Pandas Dataframe, CSV, SQL and Other Formats.ipynb |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-export-the-validation-results-into-dataframe-csv-sql-and-other-formats.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/j8uQc0qB91s)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://github.com/orgs/ultralytics/discussions/8153)
| +| HomeObjects-3K Dataset for Everyday Object Detection |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/v3iqOYoRBFQ) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
| +| Generate Heatmaps using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/4ezde5-nZZw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ultralytics-yolo11-and-computer-vision-in-smart-supermarkets)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/heatmaps/)
| +| Monitor Your Workouts using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/LGGxqLZtvuw) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/smart-fitness-technology-enabled-by-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/workouts-monitoring/)
| +| Package Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb)
|
[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/ZF7EAodHn1U) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/package-identification-and-segmentation-with-ultralytics-yolo11)
|
[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/package-seg/)
| +| Track Objects in a Zone using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/SMSJvjUG1ko) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/region-based-object-counting-using-ultralytics-yolo11)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/trackzone/)
| +| Inference using SAM and SAM2 with Ultralytics |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yXQPLMrNX2s) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/applications-of-meta-ai-segment-anything-model-2-sam-2)
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[![Read arXiv paper](https://img.shields.io/badge/arXiv-2408.00714-b31b1b.svg)](https://arxiv.org/abs/2408.00714) [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam2)
| +| Crack Segmentation using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/C4mc40YKm-g) [![Ultralytics Dataset](https://img.shields.io/badge/Dataset-%23ff1b6c?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/using-ai-for-crack-detection-and-segmentation)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/segment/crack-seg/)
| +| Queue Management using Ultralytics Solutions |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb)
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[![Watch on YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/gX5kSRD56Gs) [![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/a-look-at-real-time-queue-monitoring-enabled-by-computer-vision)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/guides/queue-management/)
| +| Construction-PPE Detection using Ultralytics YOLO |
[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [![Open in SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb)
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[![Ultralytics Blog](https://img.shields.io/badge/Blog-%23111F68?logo=ultralytics)](https://www.ultralytics.com/blog/ai-in-construction-saving-lives-cutting-costs-and-elevating-quality)
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[![Read Documentation](https://img.shields.io/badge/Documentation-042AFF?logo=ultralytics)](https://docs.ultralytics.com/datasets/detect/construction-ppe/)
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