Repository Index

Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking

• ultralytics
• yolov8
• yolo
• deep-learning

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

• yolov5
• object-detection
• pytorch
• onnx

OpenMMLab Detection Toolbox and Benchmark

• object-detection
• instance-segmentation
• fast-rcnn
• faster-rcnn

Rembg is a tool to remove images background

• image-processing
• background-removal
• python

Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything

• open-vocabulary-detection
• open-vocabulary-segmentation
• data-generation
• automatic-labeling-system

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

• object-detection
• instance-segmentation
• faster-rcnn
• mask-rcnn

Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.

• segmentation
• image-processing
• pspnet
• unet

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

• pytorch
• unet
• pytorch-unet
• semantic-segmentation

OpenMMLab Semantic Segmentation Toolbox and Benchmark.

• semantic-segmentation
• pytorch
• pspnet
• deeplabv3

Implementation of paper - YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information

• yolov9

Real-Time High-Resolution Background Matting

• computer-vision
• machine-learning
• matting
• real-time

Track-Anything is a flexible and interactive tool for video object tracking and segmentation, based on Segment Anything, XMem, and E2FGVI.

• segment-anything
• video-object-segmentation
• interactive-tracking
• track-anything

[CVPR 2024] Real-Time Open-Vocabulary Object Detection

Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

• object-detection
• instance-segmentation
• computer-vision
• small-object-detection

High-resolution models for human tasks.

A simple, fully convolutional model for real-time instance segmentation.

• realtime
• real-time
• instance-segmentation
• yolact

[CAAI AIR'24] Bilateral Reference for High-Resolution Dichotomous Image Segmentation

• dichotomous-image-segmentation
• salient-object-detection
• camouflaged-object-detection
• background-removal

A Trimap-Free Portrait Matting Solution in Real Time [AAAI 2022]

• portrait-matting

OpenMMLab Video Perception Toolbox. It supports Video Object Detection (VID), Multiple Object Tracking (MOT), Single Object Tracking (SOT), Video Instance Segmentation (VIS) with a unified framework.

• single-object-tracking
• video-object-detection
• multi-object-tracking
• video-instance-segmentation

[CVPR19/TPAMI23] SiamMask: A Framework for Fast Online Object Tracking and Segmentation

• visual-tracking
• video-object-segmentation
• read-time
• pytorch

OpenMMLab YOLO series toolbox and benchmark. Implemented RTMDet, RTMDet-Rotated,YOLOv5, YOLOv6, YOLOv7, YOLOv8,YOLOX, PPYOLOE, etc.

• object-detection
• pytorch
• yolo
• yolov5

AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.

• fcos
• blendmask
• abcnet
• object-detection

Semantic Segmentation Architectures Implemented in PyTorch

• pytorch
• semantic-segmentation
• deep-learning
• fully-convolutional-networks

Efficient vision foundation models for high-resolution generation and perception.

• high-resolution
• imagenet
• efficientvit
• segment-anything