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

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

OpenMMLab Semantic Segmentation Toolbox and Benchmark.

• semantic-segmentation
• pytorch
• pspnet
• deeplabv3

Easy-to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc.

• semantic-segmentation
• image-segmentation
• image-matting
• interactive-segmentation

Fast Segment Anything

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

This is the official code for MobileSAM project that makes SAM lightweight for mobile applications and beyond!

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

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

Segment Anything in Medical Images

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

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

Official PyTorch implementation of SegFormer

• semantic-segmentation
• transformer
• ade20k
• cityscapes

a generalist algorithm for cellular segmentation with human-in-the-loop capabilities

• segmentation
• cell-segmentation
• cell-biology

TensorFlow Implementation for Computing a Semantically Segmented Bird's Eye View (BEV) Image Given the Images of Multiple Vehicle-Mounted Cameras.

• computer-vision
• machine-learning
• deep-learning
• autonomous-vehicles

Simultaneous Nuclear Instance Segmentation and Classification in H&E Histology Images.

U-Net Brain Tumor Segmentation

• tensorflow
• tensorlayer
• unet
• medical-imaging

LEDNet: A Lightweight Encoder-Decoder Network for Real-time Semantic Segmentation

• pytorch
• semantic-segmentation
• cityscape-dataset
• lednet

CellViT: Vision Transformers for Precise Cell Segmentation and Classification

• ai
• cell
• digitalpathology
• microscopy

Real-time LIDAR-based Urban Road and Sidewalk detection for Autonomous Vehicles 🚗

• road-segmentation
• lidar
• point-cloud
• ros

Deep and Machine Learning for Microscopy

• microscopy
• materials
• machine-learning
• materials-science

PyTorch Connectomics: segmentation toolbox for EM connectomics

• computer-vision
• neuroscience
• connectomics
• pytorch

Collection of mathematical morphology methods and plugins for ImageJ

• image-processing
• image-analysis
• imagej
• fiji

Nellie: Automated organelle segmentation, tracking, and hierarchical feature extraction in 2D/3D live-cell microscopy

• biology
• fluorescence
• image-analysis
• image-processing