检测 / 分割

185 条

目标检测、语义与实例分割。

#仓库Stars
1ultralytics/ultralytics
Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking
63k
2ultralytics/yolov5
Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.
58k
3blakeblackshear/frigate
NVR with realtime local object detection for IP cameras
37k
4huggingface/pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
37k
5facebookresearch/detectron2
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
35k
6open-mmlab/mmdetection
OpenMMLab Detection Toolbox and Benchmark
33k
7deepinsight/insightface
State-of-the-art 2D and 3D Face Analysis Project
30k
8WZMIAOMIAO/deep-learning-for-image-processing
deep learning for image processing including classification and object-detection etc.
26k
9lucidrains/vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
26k
10facebookresearch/sam2
The repository provides code for running inference with the Meta Segment Anything Model 2 (SAM 2), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.
20k
11albumentations-team/albumentations
Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
15k
12PaddlePaddle/PaddleDetection
Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.
14k
13jacobgil/pytorch-grad-cam
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
13k
14CVHub520/X-AnyLabeling
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.
11k
15autogluon/autogluon
Fast and Accurate ML in 3 Lines of Code
11k
16Megvii-BaseDetection/YOLOX
YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
11k
17ultralytics/yolov3
PyTorch implementation of YOLOv3, YOLOv3-SPP, and YOLOv3-tiny for real-time object detection with training, validation, inference, and multi-format export.
11k
18OpenGVLab/InternVL
[CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. 接近GPT-4o表现的开源多模态对话模型
10k
19roboflow/rf-detr
RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026]
10k
20roboflow/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.
9.7k
21MIC-DKFZ/nnUNet9.0k
22mikel-brostrom/boxmot
BoxMOT: Pluggable Python and C++ SOTA multi-object tracking modules with support for axis-aligned and oriented bounding boxes
8.3k
23imgly/background-removal-js
Remove backgrounds from images directly in the browser environment with ease and no additional costs or privacy concerns. Explore an interactive demo.
7.4k
24PaddlePaddle/PaddleX
All-in-One Development Tool based on PaddlePaddle
6.3k
25open-mmlab/OpenPCDet
OpenPCDet Toolbox for LiDAR-based 3D Object Detection.
5.8k
26obss/sahi
Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
5.6k
27roboflow/sports
computer vision and sports
5.5k
28rafaelpadilla/Object-Detection-Metrics
Most popular metrics used to evaluate object detection algorithms.
5.1k
29zhixuhao/unet
unet for image segmentation
4.9k
30royshil/obs-backgroundremoval
An OBS plugin for removing background in portrait images (video), making it easy to replace the background when recording or streaming.
4.7k
31googlesamples/mlkit
A collection of sample apps to demonstrate how to use Google's ML Kit APIs on Android and iOS
4.3k
32SysCV/sam-hq
Segment Anything in High Quality [NeurIPS 2023]
4.3k
33opengeos/segment-geospatial
A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
4.2k
34roflcoopter/viseron
Self-hosted, local only NVR and AI Computer Vision software. With features such as object detection, motion detection, face recognition and more, it gives you the power to keep an eye on your home, office or any other place you want to monitor.
3.7k
35opengeos/geoai
GeoAI: Artificial Intelligence for Geospatial Data
3.5k
36Peterande/D-FINE
D-FINE: Redefine Regression Task of DETRs as Fine-grained Distribution Refinement [ICLR 2025 Spotlight]
3.4k
37catalyst-team/catalyst
Accelerated deep learning R&D
3.4k
38mit-han-lab/efficientvit
Efficient vision foundation models for high-resolution generation and perception.
3.4k
39SharpAI/DeepCamera
Open-Source AI Camera Skills Platform, AI NVR & CCTV Surveillance. Local VLM video analysis with Qwen, DeepSeek, SmolVLM, LLaVA, YOLO26. LLM-powered agentic security camera agent — watches, understands, remembers & guards your home via Telegram, Discord or Slack. Pluggable AI skills. OpenAI, Google, Anthropic or local AI. Runs on Mac Mini & AI PC.
3.1k
40sherlockchou86/VideoPipe
A cross-platform video structuring (video analysis) framework based on CV models & mLLM.
3.0k
41amusi/ICCV2025-Papers-with-Code
ICCV 2025 论文和开源项目合集
2.9k
42autodistill/autodistill
Images to inference with no labeling (use foundation models to train supervised models).
2.8k
43IDEA-Research/T-Rex
[ECCV2024] API code for T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy
2.7k
44torch-points3d/torch-points3d
Pytorch framework for doing deep learning on point clouds.
2.7k
45MrGiovanni/UNetPlusPlus
[IEEE TMI Best Paper Award] Official Implementation for UNet++
2.7k
46jolibrain/deepdetect
Deep Learning Server and CLI for Torch and TensorRT
2.6k
47abhineet123/Deep-Learning-for-Tracking-and-Detection
Collection of papers, datasets, code and other resources for object tracking and detection using deep learning
2.5k
48notAI-tech/NudeNet
Lightweight nudity detection
2.5k
49MouseLand/cellpose
a generalist algorithm for cellular segmentation with human-in-the-loop capabilities
2.4k
50IDEA-Research/detrex
detrex is a research platform for DETR-based object detection, segmentation, pose estimation and other visual recognition tasks.
2.3k