Top Object Detection repositories

Repositories with the GitHub topic “object-detection”: 35 repositories with 641k stars between them, mostly written in Python, Jupyter Notebook and C#. The highest-rated is ultralytics/ultralytics, #365 on the bestofgithub Elo ladder.

Biggest movers this week

voxel51/fiftyone

Open on GitHubTypeScript

Refine high-quality datasets and visual AI models

  • 1,565+7 Elo, change today
  • 11.3k stars
  • 850 forks
git
git clone https://github.com/voxel51/fiftyone.git
  • active-learning
  • artificial-intelligence
  • computer-vision
  • data-centric-ai

roboflow/rf-detr

Open on GitHubPython

RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026]

  • 1,668−3 Elo, change today
  • 10k stars
  • 1.2k forks
git
git clone https://github.com/roboflow/rf-detr.git
  • computer-vision
  • detr
  • instance-segmentation
  • machine-learning

CVHub520/X-AnyLabeling

Open on GitHubPython

X-AnyLabeling: A lightweight, efficient, and unified cross-platform desktop application for annotating text, image, video, point cloud and multimodal data, combining versatile built-in tools with state-of-the-art AI models and flexible multi-format export.

  • 1,666+1 Elo, change today
  • 10.9k stars
  • 1.2k forks
git
git clone https://github.com/CVHub520/X-AnyLabeling.git
  • ai
  • computer-vision
  • deep-learning
  • groundingdino

Megvii-BaseDetection/YOLOX

Open on GitHubPython

YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/

  • 1,551+1 Elo, change today
  • 10.7k stars
  • 2.5k forks
git
git clone https://github.com/Megvii-BaseDetection/YOLOX.git
  • deep-learning
  • megengine
  • ncnn
  • object-detection

IDEA-Research/GroundingDINO

Open on GitHubPython

[ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"

  • 1,504−4 Elo, change today
  • 10.7k stars
  • 1k forks
git
git clone https://github.com/IDEA-Research/GroundingDINO.git
  • object-detection
  • open-world
  • open-world-detection
  • vision-language

autogluon/autogluon

Open on GitHubPython

Fast and Accurate ML in 3 Lines of Code

  • 1,530−7 Elo, change today
  • 10.8k stars
  • 1.2k forks
git
git clone https://github.com/autogluon/autogluon.git
  • autogluon
  • automated-machine-learning
  • automl
  • computer-vision

Top 35 on the Elo ladder

  1. #365
    ultralytics/ultralytics

    Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image…

    2,031 Elo +763.4kPython
  2. #549
    blakeblackshear/frigate

    NVR with realtime local object detection for IP cameras

    1,957 Elo −1837.4kPython
  3. #622
    mudler/LocalAI

    LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU…

    1,935 Elo −1850.3kGo
  4. #732
    roboflow/supervision

    We write your reusable computer vision tools. 💜

    1,910 Elo −2551.6kPython
  5. #1,560
    ultralytics/yolov5

    Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.

    1,777 Elo −3558.2kPython
  6. #1,624
    cvat-ai/cvat

    CVAT is a leading data annotation platform for image, video, audio, and 3D datasets. It offers open-source, cloud, and…

    1,770 Elo −1617.1kPython
  7. #2,164
    open-mmlab/mmdetection

    OpenMMLab Detection Toolbox and Benchmark

    1,709 Elo −6133kPython
  8. #2,519
    WZMIAOMIAO/deep-learning-for-image-processing

    deep learning for image processing including classification and object-detection etc.

    1,674 Elo −8726.4kPython
  9. #2,597
    roboflow/rf-detr

    RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO…

    1,668 Elo +3610kPython
  10. #2,624
    CVHub520/X-AnyLabeling

    X-AnyLabeling: A lightweight, efficient, and unified cross-platform desktop application for annotating text, image…

    1,666 Elo +3610.9kPython
  11. #2,815
    matterport/Mask_RCNN

    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

    1,651 Elo −7325.5kPython
  12. #3,280
    amusi/CVPR2026-Papers-with-Code

    CVPR 2026 论文和开源项目合集

    1,618 Elo −4822.9k
  13. #3,950
    PaddlePaddle/PaddleDetection

    Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object…

    1,576 Elo −714.4kPython
  14. #4,140
    voxel51/fiftyone

    Refine high-quality datasets and visual AI models

    1,565 Elo +4511.3kTypeScript
  15. #4,390
    Megvii-BaseDetection/YOLOX

    YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO…

    1,551 Elo +2510.7kPython
  16. #4,785
    autogluon/autogluon

    Fast and Accurate ML in 3 Lines of Code

    1,530 Elo +810.8kPython
  17. #5,337
    IDEA-Research/GroundingDINO

    [ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set…

    1,504 Elo +2010.7kPython
  18. #5,389
    ultralytics/yolov3

    PyTorch implementation of YOLOv3, YOLOv3-SPP, and YOLOv3-tiny for real-time object detection with training, validation…

    1,501 Elo −1110.6kPython
  19. #5,462
    jacobgil/pytorch-grad-cam

    Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object…

    1,498 Elo −4313kPython
  20. #5,480
    microsoft/Swin-Transformer

    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

    1,498 Elo −3616kPython
  21. #5,707
    roboflow/notebooks

    A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from…

    1,487 Elo −179.7kJupyter Notebook
  22. #5,748
    albumentations-team/albumentations

    Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

    1,485 Elo −4015.2kPython
  23. #5,991
    hoya012/deep_learning_object_detection

    A paper list of object detection using deep learning.

    1,474 Elo −4811.3kPython
  24. #6,253
    dusty-nv/jetson-inference

    Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA…

    1,462 Elo −379kC++
  25. #6,278
    extreme-assistant/CVPR2024-Paper-Code-Interpretation

    cvpr2024/cvpr2023/cvpr2022/cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集,极市团队整理

    1,461 Elo −3612.4k
  26. #6,811
    satellite-image-deep-learning/techniques

    Techniques for deep learning with satellite & aerial imagery

    1,440 Elo −2210.3k
  27. #7,452
    OlafenwaMoses/ImageAI

    A python library built to empower developers to build applications and systems with self-contained Computer Vision…

    1,416 Elo −228.8kPython
  28. #7,653
    open-mmlab/mmdetection3d

    OpenMMLab's next-generation platform for general 3D object detection.

    1,408 Elo +76.5kPython
  29. #7,760
    microsoft/computervision-recipes

    Best Practices, code samples, and documentation for Computer Vision.

    1,404 Elo −159.8kJupyter Notebook
  30. #7,914
    microsoft/ailab

    Experience, Learn and Code the latest breakthrough innovations with Microsoft AI

    1,399 Elo +17.8kC#
  31. #7,963
    amusi/awesome-object-detection

    Awesome Object Detection based on handong1587 github…

    1,397 Elo −117.5k
  32. #8,415
    tensorlayer/TensorLayer

    Deep Learning and Reinforcement Learning Library for Scientists and Engineers

    1,379 Elo −147.3kPython
  33. #8,711
    amusi/daily-paper-computer-vision

    记录每天整理的计算机视觉/深度学习/机器学习相关方向的论文

    1,365 Elo −146.8k
  34. #8,715
    PaddlePaddle/PaddleX

    All-in-One Development Tool based on PaddlePaddle

    1,365 Elo −16.2kPython
  35. #9,001
    google/automl

    Google Brain AutoML

    1,350 Elo −66.4kJupyter Notebook