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Best Open Source object detection Libraries

A curated list of the most popular GitHub repositories tagged with object detection. Select any project to visualize its architecture and dive into the codebase using RepoMind's AI engine.

#1ultralytics/yolov5

YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

56,830Python
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#2ultralytics/ultralytics

Ultralytics YOLO 🚀

53,470Python
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#3mudler/LocalAI

:robot: The free, Open Source alternative to OpenAI, Claude and others. Self-hosted and local-first. Drop-in replacement, running on consumer-grade hardware. No GPU required. Runs gguf, transformers, diffusers and many more. Features: Generate Text, MCP, Audio, Video, Images, Voice Cloning, Distributed, P2P and decentralized inference

42,939Go
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#4roboflow/supervision

We write your reusable computer vision tools. 💜

36,508Python
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#5open-mmlab/mmdetection

OpenMMLab Detection Toolbox and Benchmark

32,408Python
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#6blakeblackshear/frigate

NVR with realtime local object detection for IP cameras

30,364TypeScript
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#7WZMIAOMIAO/deep-learning-for-image-processing

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

26,073Python
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#8matterport/Mask_RCNN

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

25,522Python
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#9amusi/CVPR2025-Papers-with-Code

CVPR 2025 论文和开源项目合集

21,865
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#10PaddlePaddle/PaddleDetection

Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.

14,080Python
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#11jacobgil/pytorch-grad-cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

12,621Python
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#12extreme-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

12,507
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#13microsoft/computervision-recipes

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

9,827Jupyter Notebook
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#14IDEA-Research/GroundingDINO

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

9,737Python
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#15roboflow/notebooks

A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like RF-DETR, YOLO11, SAM 3, and Qwen3-VL.

9,194Jupyter Notebook
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#16OlafenwaMoses/ImageAI

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

8,858Python
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#17dusty-nv/jetson-inference

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

8,733C++
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#18amusi/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

6,722
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