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|[Zero-Shot Object Detection and Segmentation with Google Gemini 2.5](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb)|[](https://blog.roboflow.com/gemini-2-5-object-detection-segmentation/)|[](https://arxiv.org/abs/2507.06261)|
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|[Fine-Tune RF-DETR on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-detection-dataset.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-detection-dataset.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-detection-dataset.ipynb)|[](https://blog.roboflow.com/rf-detr)[](https://www.youtube.com/live/yHW0ip-2i54)|[](https://github.com/roboflow/rf-detr)|
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|[Zero-Shot Object Detection and Segmentation with YOLOE](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb)|[](https://www.youtube.com/watch?v=eHAnIehnCt4)|[](https://github.com/THU-MIG/yoloe)[](https://arxiv.org/abs/2503.07465)|
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| [Zero-Shot Object Detection and Segmentation with YOLOE](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb) | [](https://blog.roboflow.com/yoloe-zero-shot-object-detection-segmentation/) [](https://www.youtube.com/watch?v=eHAnIehnCt4) | [](https://github.com/THU-MIG/yoloe) [](https://arxiv.org/abs/2503.07465)|
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|[Fine-Tune YOLOv12 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov12-object-detection-model.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov12-object-detection-model.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov12-object-detection-model.ipynb)|[](https://blog.roboflow.com/train-yolov12-model)|[](https://github.com/sunsmarterjie/yolov12)[](https://arxiv.org/abs/2502.12524)|
|[Fine-Tune Qwen2.5-VL for JSON Data Extraction](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb)|[](https://www.youtube.com/watch?v=xEfh0IR8Fvo)|[](https://github.com/QwenLM/Qwen2.5-VL)[](https://arxiv.org/abs/2502.13923)|
@@ -127,9 +127,10 @@ This repository offers a growing collection of computer vision tutorials. Learn
|[How to Track Objects with SORT Tracker](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-sort-tracker.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-sort-tracker.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-sort-tracker.ipynb)||[](https://github.com/roboflow/trackers)[](https://arxiv.org/abs/1602.00763)|
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|[How to Track Objects with DeepSORT Tracker](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-deepsort-tracker.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-deepsort-tracker.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-deepsort-tracker.ipynb)||[](https://github.com/roboflow/trackers)[](https://arxiv.org/abs/1703.07402)|
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## 🛠️ computer vision skills (22 notebooks)
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## 🛠️ computer vision skills (23 notebooks)
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|**notebook**|**open in colab / kaggle / sagemaker studio lab**|**complementary materials**|**repository / paper**|
|[Basketball AI: Make or Miss - Jumpshot Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-make-or-miss-jumpshot-detection.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-make-or-miss-jumpshot-detection.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-make-or-miss-jumpshot-detection.ipynb)|||
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|[Basketball AI: Detect NBA 3 Second Violation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-automatic-detection-of-3-second-violations.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-automatic-detection-of-3-second-violations.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-automatic-detection-of-3-second-violations.ipynb)|[](https://blog.roboflow.com/detect-3-second-violation-ai-basketball)||
|[Auto-Annotate Dataset with GroundedSAM 2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb)|[](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb)[](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb)|[](https://blog.roboflow.com/what-is-segment-anything-2)|[](https://github.com/facebookresearch/segment-anything-2)|
Basketball AI: Make or Miss - Jumpshot Detection, basketball-ai-make-or-miss-jumpshot-detection.ipynb, , , , , False, skills
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Basketball AI: Detect NBA 3 Second Violation, basketball-ai-automatic-detection-of-3-second-violations.ipynb, https://blog.roboflow.com/detect-3-second-violation-ai-basketball, , , , False, skills
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Zero-Shot Object Detection and Segmentation with Google Gemini 2.5, zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb, https://blog.roboflow.com/gemini-2-5-object-detection-segmentation/, , ,2507.06261, False, models
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How to Track Objects with SORT Tracker, how-to-track-objects-with-sort-tracker.ipynb, , , https://github.com/roboflow/trackers, 1602.00763, False, trackers
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