diff --git a/README.md b/README.md
index 52ee04f..2d18243 100644
--- a/README.md
+++ b/README.md
@@ -30,27 +30,27 @@ 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 | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb)
| [](https://youtu.be/HATMPgLYAPU) [](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [](https://www.ultralytics.com/blog/image-segmentation-with-ultralytics-yolo11-on-google-colab)
| [](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [](https://github.com/ultralytics/ultralytics)
|
-| Ultralytics YOLO with SAHI Tiled Inference | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb)
| [](https://youtu.be/tq3FU_QczxE) [](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
| [](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [](https://github.com/obss/sahi)
|
-| Medical Pills Detection using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb)
| [](https://youtu.be/8gePl_Zcs5c) [](https://docs.ultralytics.com/datasets/detect/medical-pills/) [](https://www.ultralytics.com/blog/a-deep-dive-into-detecting-pills-using-ultralytics-yolo11)
| [](https://docs.ultralytics.com/datasets/detect/medical-pills/)
|
-| Brain Tumor Detection using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb)
| [](https://youtu.be/ogTBBD8McRk) [](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [](https://www.ultralytics.com/blog/using-yolo11-for-tumor-detection-in-medical-imaging)
| [](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
|
-| Object Counting using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/vKcD44GkSF8)
| [](https://docs.ultralytics.com/guides/object-counting/)
|
-| Google Gemini Model for Object Detection, Image Captioning and OCR with Ultralytics Utilities | [](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) [](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) [](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)
| [](https://youtu.be/ottsAmFdbmU)
| [](https://arxiv.org/abs/2507.06261) [](https://developers.googleblog.com/en/gemini-25-flash-lite-is-now-stable-and-generally-available/) [](https://github.com/google-gemini/gemini-cli)
|
-| Automatic Number Plate Recognition with Ultralytics YOLO and OpenAI GPT-4o | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb)
| [](https://youtu.be/HS3Ta7c0zuI) [](https://www.ultralytics.com/blog/build-an-anpr-system-with-ultralytics-yolo11-and-gpt-4o-mini)
| [](https://openai.com/news/)
|
-| Microsoft Florence-2 for Object Detection, Image Captioning, OCR and Segmentation with Ultralytics Package | [](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) [](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) [](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)
| [](https://youtu.be/ojoYESWLw5Q) [](https://www.ultralytics.com/blog/florence-2-microsofts-latest-vision-language-model)
| [](https://arxiv.org/abs/2311.06242)
|
-| Export Validation Results in Pandas Dataframe, CSV, SQL and Other Formats.ipynb | [](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) [](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) [](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)
| [](https://youtu.be/j8uQc0qB91s)
| [](https://github.com/orgs/ultralytics/discussions/8153)
|
-| HomeObjects-3K Dataset for Everyday Object Detection | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb)
| [](https://youtu.be/v3iqOYoRBFQ) [](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
| [](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
|
-| Generate Heatmaps using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/4ezde5-nZZw) [](https://www.ultralytics.com/blog/ultralytics-yolo11-and-computer-vision-in-smart-supermarkets)
| [](https://docs.ultralytics.com/guides/heatmaps/)
|
-| Monitor Your Workouts using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/LGGxqLZtvuw) [](https://www.ultralytics.com/blog/smart-fitness-technology-enabled-by-ultralytics-yolo11)
| [](https://docs.ultralytics.com/guides/workouts-monitoring/)
|
-| Package Segmentation using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb)
| [](https://youtu.be/ZF7EAodHn1U) [](https://docs.ultralytics.com/datasets/segment/package-seg/) [](https://www.ultralytics.com/blog/package-identification-and-segmentation-with-ultralytics-yolo11)
| [](https://docs.ultralytics.com/datasets/segment/package-seg/)
|
-| Track Objects in a Zone using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/SMSJvjUG1ko)
| [](https://docs.ultralytics.com/guides/trackzone/)
|
-| Inference using SAM and SAM2 with Ultralytics | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb)
| [](https://youtu.be/yXQPLMrNX2s) [](https://www.ultralytics.com/blog/applications-of-meta-ai-segment-anything-model-2-sam-2)
| [](https://arxiv.org/abs/2408.00714) [](https://github.com/facebookresearch/sam2)
|
-| Crack Segmentation using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb)
| [](https://youtu.be/C4mc40YKm-g) [](https://docs.ultralytics.com/datasets/segment/crack-seg/) [](https://www.ultralytics.com/blog/using-ai-for-crack-detection-and-segmentation)
| [](https://docs.ultralytics.com/datasets/segment/crack-seg/)
|
-| Queue Management using Ultralytics Solutions | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb)
| [](https://youtu.be/gX5kSRD56Gs) [](https://www.ultralytics.com/blog/a-look-at-real-time-queue-monitoring-enabled-by-computer-vision)
| [](https://docs.ultralytics.com/guides/queue-management/)
|
-| Construction-PPE Detection using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb)
| [](https://youtu.be/lFaVnrhMmaE) [](https://docs.ultralytics.com/datasets/detect/construction-ppe/) [](https://www.ultralytics.com/blog/ai-in-construction-saving-lives-cutting-costs-and-elevating-quality)
| [](https://docs.ultralytics.com/datasets/detect/construction-ppe/)
|
-| Object Detection with KITTI using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-kitti-detection-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-kitti-detection-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-kitti-detection-dataset.ipynb)
| [](https://docs.ultralytics.com/datasets/detect/kitti/)
| [](https://docs.ultralytics.com/datasets/detect/kitti/)
|
+| Notebook | Open in colab / kaggle / sagemaker studio | Supporting materials | Documentation / arXiv / Repository |
+| ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
+| Car Parts Segmentation using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb)
| [](https://youtu.be/HATMPgLYAPU) [](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [](https://www.ultralytics.com/blog/image-segmentation-with-ultralytics-yolo11-on-google-colab)
| [](https://docs.ultralytics.com/datasets/segment/carparts-seg/) [](https://github.com/ultralytics/ultralytics)
|
+| Ultralytics YOLO with SAHI Tiled Inference | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-sahi.ipynb)
| [](https://youtu.be/tq3FU_QczxE) [](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
| [](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [](https://github.com/obss/sahi)
|
+| Medical Pills Detection using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb)
| [](https://youtu.be/8gePl_Zcs5c) [](https://docs.ultralytics.com/datasets/detect/medical-pills/) [](https://www.ultralytics.com/blog/a-deep-dive-into-detecting-pills-using-ultralytics-yolo11)
| [](https://docs.ultralytics.com/datasets/detect/medical-pills/)
|
+| Brain Tumor Detection using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb)
| [](https://youtu.be/ogTBBD8McRk) [](https://docs.ultralytics.com/datasets/detect/brain-tumor/) [](https://www.ultralytics.com/blog/using-yolo11-for-tumor-detection-in-medical-imaging)
| [](https://docs.ultralytics.com/datasets/detect/brain-tumor/)
|
+| Object Counting using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/vKcD44GkSF8)
| [](https://docs.ultralytics.com/guides/object-counting/)
|
+| Google Gemini Model for Object Detection, Image Captioning and OCR with Ultralytics Utilities | [](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) [](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) [](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)
| [](https://youtu.be/ottsAmFdbmU)
| [](https://arxiv.org/abs/2507.06261) [](https://developers.googleblog.com/en/gemini-25-flash-lite-is-now-stable-and-generally-available/) [](https://github.com/google-gemini/gemini-cli)
|
+| Automatic Number Plate Recognition with Ultralytics YOLO and OpenAI GPT-4o | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb)
| [](https://youtu.be/HS3Ta7c0zuI) [](https://www.ultralytics.com/blog/build-an-anpr-system-with-ultralytics-yolo11-and-gpt-4o-mini)
| [](https://openai.com/news/)
|
+| Microsoft Florence-2 for Object Detection, Image Captioning, OCR and Segmentation with Ultralytics Package | [](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) [](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) [](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)
| [](https://youtu.be/ojoYESWLw5Q) [](https://www.ultralytics.com/blog/florence-2-microsofts-latest-vision-language-model)
| [](https://arxiv.org/abs/2311.06242)
|
+| Export Validation Results in Pandas Dataframe, CSV, SQL and Other Formats.ipynb | [](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) [](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) [](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)
| [](https://youtu.be/j8uQc0qB91s)
| [](https://github.com/orgs/ultralytics/discussions/8153)
|
+| HomeObjects-3K Dataset for Everyday Object Detection | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-homeobjects-dataset.ipynb)
| [](https://youtu.be/v3iqOYoRBFQ) [](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
| [](https://docs.ultralytics.com/datasets/detect/homeobjects-3k/)
|
+| Generate Heatmaps using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/4ezde5-nZZw) [](https://www.ultralytics.com/blog/ultralytics-yolo11-and-computer-vision-in-smart-supermarkets)
| [](https://docs.ultralytics.com/guides/heatmaps/)
|
+| Monitor Your Workouts using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/LGGxqLZtvuw) [](https://www.ultralytics.com/blog/smart-fitness-technology-enabled-by-ultralytics-yolo11)
| [](https://docs.ultralytics.com/guides/workouts-monitoring/)
|
+| Package Segmentation using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-package-segmentation-dataset.ipynb)
| [](https://youtu.be/ZF7EAodHn1U) [](https://docs.ultralytics.com/datasets/segment/package-seg/) [](https://www.ultralytics.com/blog/package-identification-and-segmentation-with-ultralytics-yolo11)
| [](https://docs.ultralytics.com/datasets/segment/package-seg/)
|
+| Track Objects in a Zone using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb)
| [](https://youtu.be/SMSJvjUG1ko) [](https://www.ultralytics.com/blog/region-based-object-counting-using-ultralytics-yolo11)
| [](https://docs.ultralytics.com/guides/trackzone/)
|
+| Inference using SAM and SAM2 with Ultralytics | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/inference-with-meta-sam-and-sam2-using-ultralytics-python-package.ipynb)
| [](https://youtu.be/yXQPLMrNX2s) [](https://www.ultralytics.com/blog/applications-of-meta-ai-segment-anything-model-2-sam-2)
| [](https://arxiv.org/abs/2408.00714) [](https://github.com/facebookresearch/sam2)
|
+| Crack Segmentation using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-crack-segmentation-dataset.ipynb)
| [](https://youtu.be/C4mc40YKm-g) [](https://docs.ultralytics.com/datasets/segment/crack-seg/) [](https://www.ultralytics.com/blog/using-ai-for-crack-detection-and-segmentation)
| [](https://docs.ultralytics.com/datasets/segment/crack-seg/)
|
+| Queue Management using Ultralytics Solutions | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-monitor-objects-in-queue-using-queue-management-solution.ipynb)
| [](https://youtu.be/gX5kSRD56Gs) [](https://www.ultralytics.com/blog/a-look-at-real-time-queue-monitoring-enabled-by-computer-vision)
| [](https://docs.ultralytics.com/guides/queue-management/)
|
+| Construction-PPE Detection using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb) [](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) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-construction-ppe-detection-dataset.ipynb)
| [](https://youtu.be/lFaVnrhMmaE) [](https://docs.ultralytics.com/datasets/detect/construction-ppe/) [](https://www.ultralytics.com/blog/ai-in-construction-saving-lives-cutting-costs-and-elevating-quality)
| [](https://docs.ultralytics.com/datasets/detect/construction-ppe/)
|
+| Object Detection with KITTI using Ultralytics YOLO | [](https://colab.research.google.com/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-kitti-detection-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-kitti-detection-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/ultralytics/notebooks/blob/main/notebooks/how-to-train-ultralytics-yolo-on-kitti-detection-dataset.ipynb)
| [](https://docs.ultralytics.com/datasets/detect/kitti/)
| [](https://docs.ultralytics.com/datasets/detect/kitti/)
|
diff --git a/docs/notebooks-data.yml b/docs/notebooks-data.yml
index 804a6a6..c0a5f90 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"