检测 / 分割
185 条目标检测、语义与实例分割。
| # | 仓库 | 分类 | Stars | 最近推送 |
|---|---|---|---|---|
| 1 | ultralytics/ultralytics Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking | 检测 / 分割 | 63k | 2026-11-10 09:31 UTC |
| 2 | ultralytics/yolov5 Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export. | 检测 / 分割 | 58k | 2026-11-07 16:59 UTC |
| 3 | blakeblackshear/frigate NVR with realtime local object detection for IP cameras | 智能家居 | 37k | 2026-11-09 21:05 UTC |
| 4 | huggingface/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 | 检测 / 分割 | 37k | 2026-11-07 23:22 UTC |
| 5 | facebookresearch/detectron2 Detectron2 is a platform for object detection, segmentation and other visual recognition tasks. | 检测 / 分割 | 35k | 2026-10-27 09:21 UTC |
| 6 | open-mmlab/mmdetection OpenMMLab Detection Toolbox and Benchmark | 检测 / 分割 | 33k | 2024-08-21 02:01 UTC |
| 7 | deepinsight/insightface State-of-the-art 2D and 3D Face Analysis Project | 检测 / 分割 | 30k | 2026-10-19 07:54 UTC |
| 8 | WZMIAOMIAO/deep-learning-for-image-processing deep learning for image processing including classification and object-detection etc. | 检测 / 分割 | 26k | 2026-01-01 07:16 UTC |
| 9 | lucidrains/vit-pytorch Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch | 检测 / 分割 | 26k | 2026-11-07 14:30 UTC |
| 10 | facebookresearch/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. | 检测 / 分割 | 20k | 2026-05-30 02:29 UTC |
| 11 | albumentations-team/albumentations Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125 | 检测 / 分割 | 15k | 2025-06-25 23:21 UTC |
| 12 | PaddlePaddle/PaddleDetection Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection. | 检测 / 分割 | 14k | 2026-05-28 07:28 UTC |
| 13 | jacobgil/pytorch-grad-cam Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more. | 检测 / 分割 | 13k | 2026-11-01 05:07 UTC |
| 14 | CVHub520/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. | 检测 / 分割 | 11k | 2026-11-08 16:30 UTC |
| 15 | autogluon/autogluon Fast and Accurate ML in 3 Lines of Code | 时序预测 | 11k | 2026-11-09 17:32 UTC |
| 16 | Megvii-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/ | 检测 / 分割 | 11k | 2025-06-08 03:52 UTC |
| 17 | ultralytics/yolov3 PyTorch implementation of YOLOv3, YOLOv3-SPP, and YOLOv3-tiny for real-time object detection with training, validation, inference, and multi-format export. | 大模型推理服务 | 11k | 2026-11-07 16:59 UTC |
| 18 | OpenGVLab/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 | 视觉语言模型 | 10k | 2025-09-22 01:36 UTC |
| 19 | roboflow/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] | 检测 / 分割 | 10k | 2026-11-10 08:46 UTC |
| 20 | roboflow/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. | 检测 / 分割 | 9.7k | 2026-09-22 15:05 UTC |
| 21 | MIC-DKFZ/nnUNet | 检测 / 分割 | 9.0k | 2026-11-05 17:22 UTC |
| 22 | mikel-brostrom/boxmot BoxMOT: Pluggable Python and C++ SOTA multi-object tracking modules with support for axis-aligned and oriented bounding boxes | 检测 / 分割 | 8.3k | 2026-11-04 11:57 UTC |
| 23 | imgly/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. | 检测 / 分割 | 7.4k | 2025-07-18 12:56 UTC |
| 24 | PaddlePaddle/PaddleX All-in-One Development Tool based on PaddlePaddle | 检测 / 分割 | 6.3k | 2026-10-20 09:48 UTC |
| 25 | open-mmlab/OpenPCDet OpenPCDet Toolbox for LiDAR-based 3D Object Detection. | 自动驾驶 | 5.8k | 2025-10-08 10:56 UTC |
| 26 | obss/sahi Framework agnostic sliced/tiled inference + interactive ui + error analysis plots | 检测 / 分割 | 5.6k | 2026-11-01 01:43 UTC |
| 27 | roboflow/sports computer vision and sports | 检测 / 分割 | 5.5k | 2026-08-28 11:43 UTC |
| 28 | rafaelpadilla/Object-Detection-Metrics Most popular metrics used to evaluate object detection algorithms. | 检测 / 分割 | 5.1k | 2026-10-25 05:53 UTC |
| 29 | zhixuhao/unet unet for image segmentation | 检测 / 分割 | 4.9k | 2026-03-27 03:48 UTC |
| 30 | royshil/obs-backgroundremoval An OBS plugin for removing background in portrait images (video), making it easy to replace the background when recording or streaming. | 检测 / 分割 | 4.7k | 2026-11-07 04:17 UTC |
| 31 | googlesamples/mlkit A collection of sample apps to demonstrate how to use Google's ML Kit APIs on Android and iOS | 检测 / 分割 | 4.3k | 2026-10-26 18:25 UTC |
| 32 | SysCV/sam-hq Segment Anything in High Quality [NeurIPS 2023] | 检测 / 分割 | 4.3k | 2025-09-12 00:00 UTC |
| 33 | opengeos/segment-geospatial A Python package for segmenting geospatial data with the Segment Anything Model (SAM) | GIS / 地图 | 4.2k | 2026-11-09 20:52 UTC |
| 34 | roflcoopter/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. | 检测 / 分割 | 3.7k | 2026-11-08 21:40 UTC |
| 35 | opengeos/geoai GeoAI: Artificial Intelligence for Geospatial Data | GIS / 地图 | 3.5k | 2026-11-09 03:05 UTC |
| 36 | Peterande/D-FINE D-FINE: Redefine Regression Task of DETRs as Fine-grained Distribution Refinement [ICLR 2025 Spotlight] | 检测 / 分割 | 3.4k | 2026-10-05 18:27 UTC |
| 37 | catalyst-team/catalyst Accelerated deep learning R&D | 检测 / 分割 | 3.4k | 2026-07-08 21:40 UTC |
| 38 | mit-han-lab/efficientvit Efficient vision foundation models for high-resolution generation and perception. | 检测 / 分割 | 3.4k | 2025-09-05 03:20 UTC |
| 39 | SharpAI/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. | 智能家居 | 3.1k | 2026-09-17 00:43 UTC |
| 40 | sherlockchou86/VideoPipe A cross-platform video structuring (video analysis) framework based on CV models & mLLM. | 检测 / 分割 | 3.0k | 2026-02-25 02:50 UTC |
| 41 | amusi/ICCV2025-Papers-with-Code ICCV 2025 论文和开源项目合集 | 检测 / 分割 | 2.9k | 2025-07-06 12:19 UTC |
| 42 | autodistill/autodistill Images to inference with no labeling (use foundation models to train supervised models). | 检测 / 分割 | 2.8k | 2026-09-29 02:01 UTC |
| 43 | IDEA-Research/T-Rex [ECCV2024] API code for T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy | 检测 / 分割 | 2.7k | 2025-10-15 02:24 UTC |
| 44 | torch-points3d/torch-points3d Pytorch framework for doing deep learning on point clouds. | 检测 / 分割 | 2.7k | 2026-10-12 21:55 UTC |
| 45 | MrGiovanni/UNetPlusPlus [IEEE TMI Best Paper Award] Official Implementation for UNet++ | 医学影像 | 2.7k | 2026-08-25 17:17 UTC |
| 46 | jolibrain/deepdetect Deep Learning Server and CLI for Torch and TensorRT | 检测 / 分割 | 2.6k | 2026-11-10 09:43 UTC |
| 47 | abhineet123/Deep-Learning-for-Tracking-and-Detection Collection of papers, datasets, code and other resources for object tracking and detection using deep learning | 检测 / 分割 | 2.5k | 2026-03-09 08:39 UTC |
| 48 | notAI-tech/NudeNet Lightweight nudity detection | 检测 / 分割 | 2.5k | 2026-06-09 14:32 UTC |
| 49 | MouseLand/cellpose a generalist algorithm for cellular segmentation with human-in-the-loop capabilities | 检测 / 分割 | 2.4k | 2026-06-14 13:21 UTC |
| 50 | IDEA-Research/detrex detrex is a research platform for DETR-based object detection, segmentation, pose estimation and other visual recognition tasks. | 检测 / 分割 | 2.3k | 2025-09-11 12:21 UTC |