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
#2ultralytics/ultralytics
Ultralytics YOLO 🚀
#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
#4roboflow/supervision
We write your reusable computer vision tools. 💜
#5open-mmlab/mmdetection
OpenMMLab Detection Toolbox and Benchmark
#6blakeblackshear/frigate
NVR with realtime local object detection for IP cameras
#7WZMIAOMIAO/deep-learning-for-image-processing
deep learning for image processing including classification and object-detection etc.
#8matterport/Mask_RCNN
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
#9microsoft/Swin-Transformer
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
#10cvat-ai/cvat
Annotate better with CVAT, the industry-leading data engine for machine learning. Used and trusted by teams at any scale, for data of any scale.
#11IDEA-Research/GroundingDINO
[ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
#12microsoft/computervision-recipes
Best Practices, code samples, and documentation for Computer Vision.
#13roboflow/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.
#14OlafenwaMoses/ImageAI
A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
#15dusty-nv/jetson-inference
Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
#16roboflow/sports
computer vision and sports
#17open-edge-platform/geti
Build, train, optimize, and run computer vision models locally, from raw images to live inference. Open source, optimized for Intel XPU (CPU-only and CUDA also supported).
#18albumentations-team/AlbumentationsX
Image augmentation for computer vision. AGPL-3.0-only or commercial licensing.
#19ultralytics/inference
High-performance Ultralytics YOLO inference in Rust with ONNX Runtime, GPU backends, CLI, and WebGPU/WASM.
#20masouduut94/volleyball_analytics
This project is designed to display how we can utilize deep learning methods for Sports Data Analytics.