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supervision

<div align="center"> <p> <a align="center" href="" target="https://supervision.roboflow.com"> <img width="100%" src="https://media.roboflow.com/open-source/supervision/rf-supervision-banner.png?updatedAt=1678995927529" > </a> </p> <br> [notebooks](https://github.com/roboflow/notebooks) | [inference](https://github.com/roboflow/inference) | [autodistill](https://github.com/autodistill/autodistill) | [maestro](https://github.com/roboflow/multimodal-maestro) <br> [![version](https://badge.fury.io/py/supervision.svg)](https://badge.fury.io/py/supervision) [![downloads](https://img.shields.io/pypi/dm/supervision)](https://pypistats.org/packages/supervision) [![license](https://img.shields.io/pypi/l/supervision)](LICENSE.md) [![python-version](https://img.shields.io/pypi/pyversions/supervision)](https://badge.fury.io/py/supervision) [![codecov](https://codecov.io/gh/roboflow/supervision/graph/badge.svg?token=HMNJ5FVZ36)](https://codecov.io/gh/roboflow/supervision) [![snyk](https://snyk.io/advisor/python/supervision/badge.svg)](https://snyk.io/advisor/python/supervision) [![colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow/supervision/blob/main/demo.ipynb) [![gradio](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/Roboflow/Annotators) [![discord](https://img.shields.io/discord/1159501506232451173?logo=discord&label=discord&labelColor=fff&color=5865f2&link=https%3A%2F%2Fdiscord.gg%2FGbfgXGJ8Bk)](https://discord.gg/GbfgXGJ8Bk) <div align="center"> <a href="https://trendshift.io/repositories/124" target="_blank"><img src="https://trendshift.io/api/badge/repositories/124" alt="roboflow%2Fsupervision | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a> </div> </div> ## 👋 hello **We are your essential toolkit for computer vision.** From data loading to real-time zone counting, we provide the building blocks so you can focus on building applications around your models. 🤝 ## 💻 install Pip install the supervision package in a [**Python>=3.9**](https://www.python.org/) environment. ```bash pip install supervision ``` Read more about conda, mamba, and installing from source in our [guide](https://roboflow.github.io/supervision/). ## 🔥 quickstart ### models Supervision was designed to be model agnostic. Just plug in any classification, detection, or segmentation model. For your convenience, we have created [connectors](https://supervision.roboflow.com/latest/detection/core/#detections) for the most popular libraries like Ultralytics, Transformers, MMDetection, or Inference. Other integrations, like `rfdetr`, already return `sv.Detections` directly. Install the optional dependencies for this example with `pip install pillow rfdetr`. ```python import supervision as sv from PIL import Image from rfdetr import RFDETRSmall image = Image.open(...) model = RFDETRSmall() detections = model.predict(image, threshold=0.5) len(detections) # 5 ``` <details> <summary>👉 more model connectors</summary> - inference Running with [Inference](https://github.com/roboflow/inference) requires a [Roboflow API KEY](https://docs.roboflow.com/api-reference/authentication#retrieve-an-api-key). ```python import supervision as sv from PIL import Image from inference import get_model image = Image.open(...) model = get_model(model_id="rfdetr-small", api_key="ROBOFLOW_API_KEY") result = model.infer(image)[0] detections = sv.Detections.from_inference(result) len(detections) # 5 ``` </details> ### annotators Supervision offers a wide range of highly customizable [annotators](https://supervision.roboflow.com/latest/detection/annotators/), allowing you to compose the perfect visualization for your use case. ```python import cv2 import supervision as sv image = cv2.imread(...) detections = sv.Detections(...) box_annotator = sv.BoxAnnotator() annotated_frame = box_annotator.annotate(scene=image.copy(), detections=detections) ``` https://github.com/roboflow/supervision/assets/26109316/691e219c-0565-4403-9218-ab5644f39bce ### datasets Supervision provides a set of [utils](https://supervision.roboflow.com/latest/datasets/core/) that allow you to load, split, merge, and save datasets in one of the supported formats. ```python import supervision as sv from roboflow import Roboflow project = Roboflow().workspace("WORKSPACE_ID").project("PROJECT_ID") dataset = project.version("PROJECT_VERSION").download("coco") ds = sv.DetectionDataset.from_coco( images_directory_path=f"{dataset.location}/train", annotations_path=f"{dataset.location}/train/_annotations.coco.json", ) path, image, annotation = ds[0] # loads image on demand for path, image, annotation in ds: # loads image on demand pass ``` <details close> <summary>👉 more dataset utils</summary> - load ```python dataset = sv.DetectionDataset.from_yolo( images_directory_path=..., annotations_directory_path=..., data_yaml_path=..., ) dataset = sv.DetectionDataset.from_pascal_voc( images_directory_path=..., annotations_directory_path=..., ) dataset = sv.DetectionDataset.from_coco( images_directory_path=..., annotations_path=..., ) ``` - split ```python train_dataset, test_dataset = dataset.split(split_ratio=0.7) test_dataset, valid_dataset = test_dataset.split(split_ratio=0.5) len(train_dataset), len(test_dataset), len(valid_dataset) # (700, 150, 150) ``` - merge ```python ds_1 = sv.DetectionDataset(...) len(ds_1) # 100 ds_1.classes # ['dog', 'person'] ds_2 = sv.DetectionDataset(...) len(ds_2) # 200 ds_2.classes # ['cat'] ds_merged = sv.DetectionDataset.merge([ds_1, ds_2]) len(ds_merged) # 300 ds_merged.classes # ['cat', 'dog', 'person'] ``` - save ```python dataset.as_yolo( images_directory_path=..., annotations_directory_path=..., data_yaml_path=..., ) dataset.as_pascal_voc( images_directory_path=..., annotations_directory_path=..., ) dataset.as_coco( images_directory_path=..., annotations_path=..., ) ``` - convert ```python sv.DetectionDataset.from_yolo( images_directory_path=..., annotations_directory_path=..., data_yaml_path=..., ).as_pascal_voc( images_directory_path=..., annotations_directory_path=..., ) ``` </details> ## 🎬 tutorials Want to learn how to use Supervision? Explore our [how-to guides](https://supervision.roboflow.com/develop/how_to/detect_and_annotate/), [end-to-end examples](./examples), [cheatsheet](https://roboflow.github.io/cheatsheet-supervision/), and [cookbooks](https://supervision.roboflow.com/develop/cookbooks/)! <br/> <p align="left"> <a href="https://youtu.be/hAWpsIuem10" title="Dwell Time Analysis with Computer Vision | Real-Time Stream Processing"><img src="https://github.com/user-attachments/assets/014cffc7-72b3-4c0a-bb89-6de265b2c06b" alt="Dwell Time Analysis with Computer Vision | Real-Time Stream Processing" width="300px" align="left" /></a> <a href="https://youtu.be/hAWpsIuem10" title="Dwell Time Analysis with Computer Vision | Real-Time Stream Processing"><strong>Dwell Time Analysis with Computer Vision | Real-Time Stream Processing</strong></a> <div><strong>Created: 5 Apr 2024</strong></div> <br/>Learn how to use computer vision to analyze wait times and optimize processes. This tutorial covers object detection, tracking, and calculating time spent in designated zones. Use these techniques to improve customer experience in retail, traffic management, or other scenarios.</p> <br/> <p align="left"> <a href="https://youtu.be/uWP6UjDeZvY" title="Speed Estimation & Vehicle Tracking | Computer Vision | Open Source"><img src="https://github.com/user-attachments/assets/b16b8e21-dc6c-4a73-a678-2f7d5d374793" alt="Speed Estimation & Vehicle Tracking | Computer Vision | Open Source" width="300px" align="left" /></a> <a href="https://youtu.be/uWP6UjDeZvY" title="Speed Estimation & Vehicle Tracking | Computer Vision | Open Source"><strong>Speed Estimation & Vehicle Tracking | Computer Vision | Open Source</strong></a> <div><strong>Created: 11 Jan 2024</strong></div> <br/>Learn how to track and estimate the speed of vehicles using YOLO, ByteTrack, and Roboflow Inference. This comprehensive tutorial covers object detection, multi-object tracking, filtering detections, perspective transformation, speed estimation, visualization improvements, and more.</p> ## 💜 built with supervision Did you build something cool using supervision? [Let us know!](https://github.com/roboflow/supervision/discussions/categories/built-with-supervision) https://user-images.githubusercontent.com/26109316/207858600-ee862b22-0353-440b-ad85-caa0c4777904.mp4 https://github.com/roboflow/supervision/assets/26109316/c9436828-9fbf-4c25-ae8c-60e9c81b3900 https://github.com/roboflow/supervision/assets/26109316/3ac6982f-4943-4108-9b7f-51787ef1a69f ## 📚 documentation Visit our [documentation](https://roboflow.github.io/supervision) page to learn how supervision can help you build computer vision applications faster and more reliably. ## 🏆 contribution We love your input! Please see our [contributing guide](.github/CONTRIBUTING.md) to get started. Thank you 🙏 to all our contributors! <p align="center"> <a href="https://github.com/roboflow/supervision/graphs/contributors"> <img src="https://contrib.rocks/image?repo=roboflow/supervision" /> </a> </p> <br> <div align="center"> <div align="center"> <a href="https://youtube.com/roboflow"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/youtube.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949634652" width="3%" /> </a> <img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/> <a href="https://roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/roboflow-app.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949746649" width="3%" /> </a> <img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/> <a href="https://www.linkedin.com/company/roboflow-ai/"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/linkedin.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633691" width="3%" /> </a> <img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/> <a href="https://docs.roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/knowledge.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949634511" width="3%" /> </a> <img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/> <a href="https://discuss.roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/forum.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633584" width="3%" /> <img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/> <a href="https://blog.roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/blog.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633605" width="3%" /> </a> </a> </div> </div>

ML Frameworks Data Labeling

42.8K Github Stars

Open Source

notebooks

<div align="center"> <p> <a align="center" href="" target="_blank"> <img width="850" src="https://raw.githubusercontent.com/roboflow/notebooks/main/assets/roboflow-notebooks-banner.png" > </a> </p> <br> [notebooks](https://github.com/roboflow/notebooks) | [inference](https://github.com/roboflow/inference) | [autodistill](https://github.com/autodistill/autodistill) | [RF-DETR](https://github.com/roboflow/rf-detr) <br> <div align="center"> <a href="https://youtube.com/roboflow"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/youtube.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949634652" width="3%" /> </a> <img src="https://github.com/SkalskiP/SkalskiP/blob/master/icons/transparent.png" width="3%"/> <a href="https://roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/roboflow-app.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949746649" width="3%" /> </a> <img src="https://github.com/SkalskiP/SkalskiP/blob/master/icons/transparent.png" width="3%"/> <a href="https://www.linkedin.com/company/roboflow-ai/"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/linkedin.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633691" width="3%" /> </a> <img src="https://github.com/SkalskiP/SkalskiP/blob/master/icons/transparent.png" width="3%"/> <a href="https://docs.roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/knowledge.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949634511" width="3%" /> </a> <img src="https://github.com/SkalskiP/SkalskiP/blob/master/icons/transparent.png" width="3%"/> <a href="https://discuss.roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/forum.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633584" width="3%" /> <img src="https://github.com/SkalskiP/SkalskiP/blob/master/icons/transparent.png" width="3%"/> <a href="https://blog.roboflow.com"> <img src="https://media.roboflow.com/notebooks/template/icons/purple/blog.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633605" width="3%" /> </a> </a> </div> </div> ## 👋 hello This repository offers a growing collection of computer vision tutorials. Learn to use SOTA models like YOLOv11, SAM 2, Florence-2, PaliGemma 2, and Qwen2.5-VL for tasks ranging from object detection, segmentation, and pose estimation to data extraction and OCR. Dive in and explore the exciting world of computer vision!   ## 🚀 model tutorials (60 notebooks) | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** | |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:| | [Object Detection with Google Gemini 3.5 Flash](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/object-detection-with-gemini-3-5-flash.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/object-detection-with-gemini-3-5-flash.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/object-detection-with-gemini-3-5-flash.ipynb) | | | | [How to Perform OCR with GLM-OCR](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-perform-ocr-with-glm-ocr.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-perform-ocr-with-glm-ocr.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-perform-ocr-with-glm-ocr.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=_KCXD8vFIYM) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/zai-org/GLM-OCR) [![arXiv](https://img.shields.io/badge/arXiv-2603.10910-b31b1b.svg)](https://arxiv.org/abs/2603.10910)| | [How to Track Objects with RF-DETR and ByteTrack Tracker](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-bytetrack-tracker.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-bytetrack-tracker.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-bytetrack-tracker.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=u0k2dTZ0vfs) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/trackers) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)| | [Fine-Tune YOLO26 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo26-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo26-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo26-object-detection-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolo26-custom-data/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=sczVknSvzh4a) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | | [Fine-Tune YOLO26 on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo26-instance-segmentation-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo26-instance-segmentation-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo26-instance-segmentation-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolo26-instance-segmentation-custom-data/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=sczVknSvzh4a) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | | Segment Images with SAM3 | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-segment-anything-3.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-segment-anything-3.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/sam3/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=G1AEuFwQrWU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam3) [![arXiv](https://img.shields.io/badge/arXiv-2511.16719-b31b1b.svg)](https://arxiv.org/abs/2511.16719)| | Segment Videos with SAM3 | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-segment-anything-3.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-segment-anything-3.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/sam3/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=G1AEuFwQrWU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam3) [![arXiv](https://img.shields.io/badge/arXiv-2511.16719-b31b1b.svg)](https://arxiv.org/abs/2511.16719)| | [Open Vocabulary Object Detection with Qwen3-VL](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/open-vocabulary-object-detection-with-qwen3-vl.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/open-vocabulary-object-detection-with-qwen3-vl.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/open-vocabulary-object-detection-with-qwen3-vl.ipynb) | | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/QwenLM/Qwen3-VL) | | [Fine-Tune RF-DETR Segmentation on Custom Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-segmentation-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-segmentation-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-segmentation-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/rf-detr-segmentation) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=boVmetUahes) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/rf-detr) [![arXiv](https://img.shields.io/badge/arXiv-2511.09554-b31b1b.svg)](https://arxiv.org/abs/2511.09554)| | [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) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](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) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/gemini-2-5-object-detection-segmentation/) | [![arXiv](https://img.shields.io/badge/arXiv-2507.06261-b31b1b.svg)](https://arxiv.org/abs/2507.06261)| | [Fine-Tune RF-DETR on Object Detection 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[![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)| | [Fine-Tune MT-YOLOv6 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=fFCWrMFH2UY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/meituan/YOLOv6) [![arXiv](https://img.shields.io/badge/arXiv-2209.02976-b31b1b.svg)](https://arxiv.org/abs/2209.02976)| | [Fine-Tune YOLOv5 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/watch?v=x0ThXHbtqCQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) | | [Fine-Tune YOLOv5 on Classification Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-classification-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=DPjp9Kq4qn8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) | | [Fine-Tune YOLOv5 on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vKzfvtEtiYo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) | | [Fine-Tune Faster RCNN on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-detectron2) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/e8LPflX0nwQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detectron2) [![arXiv](https://img.shields.io/badge/arXiv-1703.06870v3-b31b1b.svg)](https://arxiv.org/abs/1703.06870v3)| | [Fine-Tune SegFormer on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=4HNkBMfw-2o) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/NVlabs/SegFormer) [![arXiv](https://img.shields.io/badge/arXiv-2105.15203v3-b31b1b.svg)](https://arxiv.org/abs/2105.15203v3)| | [Fine-Tune ViT on Classification Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-vision-transformer) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8yRE2Pa-8_I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/lucidrains/vit-pytorch) [![arXiv](https://img.shields.io/badge/arXiv-2010.11929-b31b1b.svg)](https://arxiv.org/abs/2010.11929)| | [Fine-Tune Scaled-YOLOv4 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-scaled-yolov4) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=rEbpKxZbvIo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/ScaledYOLOv4) [![arXiv](https://img.shields.io/badge/arXiv-2004.10934-b31b1b.svg)](https://arxiv.org/abs/2004.10934)| | [Fine-Tune YOLOS on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolos-transformer-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=N0V0xxSi6Xc) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/huggingface/transformers) [![arXiv](https://img.shields.io/badge/arXiv-2106.00666-b31b1b.svg)](https://arxiv.org/abs/2106.00666)| | [Fine-Tune YOLOR on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolor-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=sZ5DiXDOHEM) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/yolor) [![arXiv](https://img.shields.io/badge/arXiv-1506.02640-b31b1b.svg)](https://arxiv.org/abs/1506.02640)| | [Fine-Tune YOLOX on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolox-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=q3RbFbaQQGw) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Megvii-BaseDetection/YOLOX) [![arXiv](https://img.shields.io/badge/arXiv-2107.08430-b31b1b.svg)](https://arxiv.org/abs/2107.08430)| | [Fine-Tune ResNet34 on Classification Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-custom-resnet34-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=93kXzUOiYY4) | | | [Image Classification with OpenAI Clip](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-openai-clip) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8o701AEoZ8I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/openai/CLIP) [![arXiv](https://img.shields.io/badge/arXiv-2103.00020-b31b1b.svg)](https://arxiv.org/abs/2103.00020)| | [Fine-Tune YOLOv4-tiny Darknet on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=NTnZgLsk_DA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/darknet) [![arXiv](https://img.shields.io/badge/arXiv-2011.04244-b31b1b.svg)](https://arxiv.org/abs/2011.04244)| | [Train a YOLOv8 Classification Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-classification-model-no-labeling/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | ## 📍 tracker tutorials (3 notebooks) | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** | |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:| | [How to Track Objects with RF-DETR and ByteTrack Tracker](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-bytetrack-tracker.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-bytetrack-tracker.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-bytetrack-tracker.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=u0k2dTZ0vfs) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/trackers) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)| | [How to Track Objects with RF-DETR and SORT Tracker](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-sort-tracker.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-sort-tracker.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-sort-tracker.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=u0k2dTZ0vfs) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/trackers) [![arXiv](https://img.shields.io/badge/arXiv-1602.00763-b31b1b.svg)](https://arxiv.org/abs/1602.00763)| | [How to Track Objects with RF-DETR and OC-SORT Tracker](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-ocsort-tracker.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-ocsort-tracker.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-objects-with-ocsort-tracker.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=u0k2dTZ0vfs) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/trackers) [![arXiv](https://img.shields.io/badge/arXiv-2206.14360-b31b1b.svg)](https://arxiv.org/abs/2206.14360)| ## 🛠️ computer vision skills (23 notebooks) | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** | |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:| | [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) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-automatic-detection-of-3-second-violations.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-automatic-detection-of-3-second-violations.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/detect-3-second-violation-ai-basketball) | | | [Basketball AI: How to Detect Track and Identify Basketball Players](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-how-to-detect-track-and-identify-basketball-players.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-how-to-detect-track-and-identify-basketball-players.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-how-to-detect-track-and-identify-basketball-players.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/identify-basketball-players) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=yGQb9KkvQ1Q) | | | [Football AI](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/football-ai.ipynb) | 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[![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/roboflow-100-benchmark) [![arXiv](https://img.shields.io/badge/arXiv-2211.13523-b31b1b.svg)](https://arxiv.org/abs/2211.13523)| | [Create Segmentation Masks with Roboflow](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-generate-segmentation-mask-with-roboflow.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-generate-segmentation-mask-with-roboflow.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-generate-segmentation-mask-with-roboflow.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-create-segmentation-masks-with-roboflow) | | | 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[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-package-detector-two-labeled-images.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-package-detector-two-labeled-images.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/package-detector/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/autodistill/autodistill-seggpt) | | [Image-to-Image Search with CLIP and faiss](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image-to-image-search-clip-faiss.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/image-to-image-search-clip-faiss.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image-to-image-search-clip-faiss.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/clip-image-search-faiss/) | |  ## 🎬 videos Almost every week we create tutorials showing you the hottest models in Computer Vision. 🔥 [Subscribe](https://www.youtube.com/@Roboflow), and stay up to date with our latest YouTube videos! <p align="left"> <a href="https://youtu.be/CilXrt3S-ws" title="How to Choose the Best Computer Vision Model for Your Project"><img src="https://github.com/roboflow/notebooks/assets/26109316/73a01d3b-cf70-40c3-a5e4-e4bc5be38d42" alt="How to Choose the Best Computer Vision Model for Your Project" width="300px" align="left" /></a> <a href="https://youtu.be/CilXrt3S-ws" title="How to Choose the Best Computer Vision Model for Your Project"><strong>How to Choose the Best Computer Vision Model for Your Project</strong></a> <div><strong>Created: 26 May 2023</strong> | <strong>Updated: 26 May 2023</strong></div> <br/> In this video, we will dive into the complexity of choosing the right computer vision model for your unique project. From the importance of high-quality datasets to hardware considerations, interoperability, benchmarking, and licensing issues, this video covers it all... </p> <br/> <p align="left"> <a href="https://youtu.be/oEQYStnF2l8" title="Accelerate Image Annotation with SAM and Grounding DINO"><img src="https://github.com/SkalskiP/SkalskiP/assets/26109316/ae1ca38e-40b7-4b35-8582-e8ea5de3806e" alt="Accelerate Image Annotation with SAM and Grounding DINO" width="300px" align="left" /></a> <a href="https://youtu.be/oEQYStnF2l8" title="Accelerate Image Annotation with SAM and Grounding DINO"><strong>Accelerate Image Annotation with SAM and Grounding DINO</strong></a> <div><strong>Created: 20 Apr 2023</strong> | <strong>Updated: 20 Apr 2023</strong></div> <br/> Discover how to speed up your image annotation process using Grounding DINO and Segment Anything Model (SAM). Learn how to convert object detection datasets into instance segmentation datasets, and see the potential of using these models to automatically annotate your datasets for real-time detectors like YOLOv8... </p> <br/> <p align="left"> <a href="https://youtu.be/D-D6ZmadzPE" title="SAM - Segment Anything Model by Meta AI: Complete Guide"><img src="https://github.com/SkalskiP/SkalskiP/assets/26109316/6913ff11-53c6-4341-8d90-eaff3023c3fd" alt="SAM - Segment Anything Model by Meta AI: Complete Guide" width="300px" align="left" /></a> <a href="https://youtu.be/D-D6ZmadzPE" title="SAM - Segment Anything Model by Meta AI: Complete Guide"><strong>SAM - Segment Anything Model by Meta AI: Complete Guide</strong></a> <div><strong>Created: 11 Apr 2023</strong> | <strong>Updated: 11 Apr 2023</strong></div> <br/> Discover the incredible potential of Meta AI's Segment Anything Model (SAM)! We dive into SAM, an efficient and promptable model for image segmentation, which has revolutionized computer vision tasks. With over 1 billion masks on 11M licensed and privacy-respecting images, SAM's zero-shot performance is often superior to prior fully supervised results... </p> ## 💻 run locally We try to make it as easy as possible to run Roboflow Notebooks in Colab and Kaggle, but if you still want to run them locally, below you will find instructions on how to do it. Remember don't install your dependencies globally, use [venv](https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/). ```console # clone repository and navigate to root directory git clone [email protected]:roboflow-ai/notebooks.git cd notebooks # setup python environment and activate it python3 -m venv venv source venv/bin/activate # install and run jupyter notebook pip install notebook jupyter notebook ``` ## ☁️ run in sagemaker studio lab You can now open our tutorial notebooks in [Amazon SageMaker Studio Lab](https://aws.amazon.com/sagemaker/studio-lab/) - a free machine learning development environment that provides the compute, storage, and security—all at no cost—for anyone to learn and experiment with ML. | Stable Diffusion Image Generation | YOLOv5 Custom Dataset Training | YOLOv7 Custom Dataset Training | |:---------------------------------:|:------------------------------:|:------------------------------:| | [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/sagemaker-studiolab/stable-diffusion-image-generation.ipynb) | [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/sagemaker-studiolab/yolov5-custom-training.ipynb) |[![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/sagemaker-studiolab/yolov7-custom-training.ipynb) | ## 🐞 bugs & 🦸 contribution Computer Vision moves fast! Sometimes our notebooks lag a tad behind the ever-pushing forward libraries. If you notice that any of the notebooks is not working properly, create a [bug report](https://github.com/roboflow-ai/notebooks/issues/new?assignees=&labels=bug%2Ctriage&template=bug-report.yml) and let us know. If you have an idea for a new tutorial we should do, create a [feature request](https://github.com/roboflow-ai/notebooks/issues/new?assignees=&labels=enhancement&template=feature-request.yml). We are constantly looking for new ideas. If you feel up to the task and want to create a tutorial yourself, please take a peek at our [contribution guide](https://github.com/roboflow-ai/notebooks/blob/main/CONTRIBUTING.md). There you can find all the information you need. We are here for you, so don't hesitate to [reach out](https://github.com/roboflow-ai/notebooks/discussions).

ML Frameworks

9.5K Github Stars

Open Source

rf-detr

RF-DETR is a real-time transformer architecture for object detection and instance segmentation developed by Roboflow. Built on a DINOv2 vision transformer backbone, it achieves state-of-the-art accuracy and latency trade-offs on the Microsoft COCO and RF100-VL benchmarks. The model supports both detection and segmentation tasks through a single, consistent application programming interface, eliminating the need for separate models. It is designed specifically for fine-tuning on custom datasets. The core open-source implementation is available as the rfdetr Python package and released under the Apache 2.0 license, requiring Python 3.10 or higher. Additional larger variants, such as RF-DETR-XL and 2XL, are included in the rfdetrplus package under the PML 1.0 license. The software has been benchmarked on NVIDIA T4 GPUs using TensorRT and FP16 precision, demonstrating high performance across various resolutions. It is suitable for researchers and developers seeking high-speed, high-accuracy computer vision models

AI & Machine Learning ML Frameworks

7.6K Github Stars

Open Source

sports

<div align="center"> <h1>sports</h1> [notebooks](https://github.com/roboflow/notebooks) | [inference](https://github.com/roboflow/inference) | [autodistill](https://github.com/autodistill/autodistill) | [maestro](https://github.com/roboflow/multimodal-maestro) </div> ## 👋 hello In sports, every centimeter and every second matter. That's why Roboflow decided to use sports as a testing ground to push our object detection, image segmentation, keypoint detection, and foundational models to their limits. This repository contains reusable tools that can be applied in sports and beyond. ## 🥵 challenges Are you also a fan of computer vision and sports? We welcome contributions from anyone who shares our passion! Together, we can build powerful open-source tools for sports analytics. Here are the main challenges we're looking to tackle: - **Ball tracking:** Tracking the ball is extremely difficult due to its small size and rapid movements, especially in high-resolution videos. - **Reading jersey numbers:** Accurately reading player jersey numbers is often hampered by blurry videos, players turning away, or other objects obscuring the numbers. - **Player tracking:** Maintaining consistent player identification throughout a game is a challenge due to frequent occlusions caused by other players or objects on the field. - **Player re-identification:** Re-identifying players who have left and re-entered the frame is tricky, especially with moving cameras or when players are visually similar. - **Camera calibration:** Accurately calibrating camera views is crucial for extracting advanced statistics like player speed and distance traveled. This is a complex task due to the dynamic nature of sports and varying camera angles. ## 💻 install We don't have a Python package yet. Install from source in a [**Python>=3.8**](https://www.python.org/) environment. ```bash pip install git+https://github.com/roboflow/sports.git ``` ## ⚽ datasets | use case | dataset | |:---------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------| | ⚽ soccer player detection | [![Download Dataset](https://app.roboflow.com/images/download-dataset-badge.svg)](https://universe.roboflow.com/roboflow-jvuqo/football-players-detection-3zvbc) | | ⚽ soccer ball detection | [![Download Dataset](https://app.roboflow.com/images/download-dataset-badge.svg)](https://universe.roboflow.com/roboflow-jvuqo/football-ball-detection-rejhg) | | ⚽ soccer pitch keypoint detection | [![Download Dataset](https://app.roboflow.com/images/download-dataset-badge.svg)](https://universe.roboflow.com/roboflow-jvuqo/football-field-detection-f07vi) | | 🏀 basketball court keypoint detection | [![Download Dataset](https://app.roboflow.com/images/download-dataset-badge.svg)](https://universe.roboflow.com/roboflow-jvuqo/basketball-court-detection-2) | | 🏀 basketball jersey numbers ocr | [![Download Dataset](https://app.roboflow.com/images/download-dataset-badge.svg)](https://universe.roboflow.com/roboflow-jvuqo/basketball-jersey-numbers-ocr) | Visit [Roboflow Universe](https://universe.roboflow.com/) and explore other sport-related datasets. ## 🔥 demos https://github.com/roboflow/sports/assets/26109316/7ad414dd-cc4e-476d-9af3-02dfdf029205 ## 🏆 contribution We love your input! [Let us know](https://github.com/roboflow/sports/issues) what else we should build!

ML Frameworks

5K Github Stars

Open Source

awesome-openai-vision-api-experiments

<h1 align="center">openai vision api experiments 🧪</h1> ## 👋 Hello The must-have resource for anyone who wants to experiment with and build on the [OpenAI Vision API](https://platform.openai.com/docs/guides/vision). This repository serves as a hub for innovative experiments, showcasing a variety of applications ranging from simple image classifications to advanced zero-shot learning models. It's a space for both beginners and experts to explore the capabilities of the Vision API, share their findings, and collaborate on pushing the boundaries of visual AI. Experimenting with the OpenAI API requires an API 🔑. You can get one [here](https://platform.openai.com/api-keys). ## ⚠️ Limitations - 100 API requests per single API key per day. - Can't be used for object detection or image segmentation. We can solve this problem by combining GPT-4V with foundational models like GroundingDINO or Segment Anything (SAM). Please take a look at the [example](https://github.com/roboflow/awesome-openai-vision-api-experiments/tree/main/experiments/gpt4v-grounding-dino-detection) and read our [blog post](https://blog.roboflow.com/dino-gpt-4v). ## 🧪 Experiments   | **experiment** | **complementary materials** | **authors** | |:--------------:|:---------------------------:|:-----------:| | WebcamGPT - chat with video stream | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/awesome-openai-vision-api-experiments/blob/main/experiments/webcam-gpt) [![Gradio](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/Roboflow/webcamGPT) | @SkalskiP | | HotDogGPT - simple image classification application | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/awesome-openai-vision-api-experiments/blob/main/experiments/hot-dog-not-hot-dog) [![Gradio](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/Roboflow/HotDogGPT) | @SkalskiP | | zero-shot image classifier with GPT-4V | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/awesome-openai-vision-api-experiments/tree/main/experiments/gpt4v-classification) | @capjamesg | | zero-shot object detection with GroundingDINO + GPT-4V | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/awesome-openai-vision-api-experiments/tree/main/experiments/gpt4v-grounding-dino-detection) [![Gradio](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/Roboflow/DINO-GPT4V) | @capjamesg | | GPT-4V vs. CLIP | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/awesome-openai-vision-api-experiments/tree/main/experiments/gpt4v-vs-clip) | @capjamesg | | GPT-4V with Set-of-Mark (SoM) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/microsoft/SoM) | Jianwei Yang, Hao Zhang, Feng Li, Xueyan Zou, Chunyuan Li, Jianfeng Gao | | GPT-4V on Web | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Jiayi-Pan/GPT-V-on-Web) | @Jiayi-Pan | | automated voiceover of NBA game | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/awesome-openai-vision-api-experiments/tree/main/experiments/automated-voiceover-of-nba-game) [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow/awesome-openai-vision-api-experiments/blob/main/experiments/automated-voiceover-of-nba-game/notebook.ipynb) | @SkalskiP | | screenshot-to-code | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/abi/screenshot-to-code) | @abi | | GPT with Vision Checkup | [![GitHub](https://badges.aleen42.com/src/github.svg)]( https://github.com/roboflow/gpt-checkup) | Roboflow team | https://github.com/roboflow/awesome-openai-vision-api-experiments/assets/26109316/c63fa3c0-4564-49ee-8982-a9e6a23dae9b ## 🗞️ Must Read Papers - [Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V](https://arxiv.org/abs/2310.11441) by Jianwei Yang, Hao Zhang, Feng Li, Xueyan Zou, Chunyuan Li, Jianfeng Gao - [The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)](https://arxiv.org/abs/2309.17421) by Zhengyuan Yang, Linjie Li, Kevin Lin, Jianfeng Wang, Chung-Ching Lin, Zicheng Liu, Lijuan Wang - [GPT-4 System Card](https://cdn.openai.com/papers/gpt-4-system-card.pdf) by OpenAI ## 🖊️ Blogs - [How CLIP and GPT-4V Compare for Classification](https://blog.roboflow.com/clip-vs-gpt-4v/) - [Experiments with GPT-4V for Object Detection](https://blog.roboflow.com/gpt-4v-object-detection/) - [Distilling GPT-4 for Classification with an API](https://blog.roboflow.com/gpt-4-image-classification/) - [DINO-GPT4-V: Use GPT-4V in a Two-Stage Detection Model](https://blog.roboflow.com/dino-gpt-4v/) - [First Impressions with GPT-4V(ision)](https://blog.roboflow.com/gpt-4-vision/) ## 🦸 Contribution We would love your help in making this repository even better! Whether you want to add a new experiment or have any suggestions for improvement, feel free to open an [issue](https://github.com/roboflow/awesome-openai-vision-api-experiments/issues) or [pull request](https://github.com/roboflow/awesome-openai-vision-api-experiments/pulls). If you are up to the task and want to add a new experiment, please look at our [contribution guide](https://github.com/roboflow/awesome-openai-vision-api-experiments/blob/main/CONTRIBUTING.md). There you can find all the information you need.

ML Frameworks Low-Code & No-Code Dev

1.7K Github Stars