mmsegmentation extension library containing the latest paper code.

OpenMMLab Semantic Segmentation Toolbox and Benchmark.

Official Pytorch implementation of MICCAI 2024 paper (early accept, top 11%) Mammo-CLIP: A Vision Language Foundation Model to Enhance Data Efficiency and Robustness in Mammography

A curated publication list on open vocabulary semantic segmentation and related area (e.g. zero-shot semantic segmentation) resources..

[ICLR 2023 Spotlight] Vision Transformer Adapter for Dense Predictions

PyTorch code and models for the DINOv2 self-supervised learning method.

Code release for "Masked-attention Mask Transformer for Universal Image Segmentation"

Per-Pixel Classification is Not All You Need for Semantic Segmentation (NeurIPS 2021, spotlight)

Code Release for MaskCLIP (ICML 2023)

Open-vocabulary Semantic Segmentation

This is the official PyTorch implementation of the paper Open-Vocabulary Semantic Segmentation with Mask-adapted CLIP.

[CVPR2024] Open-Vocabulary Semantic Segmentation with Image Embedding Balancing

Open-vocabulary Semantic Segmentation

[CVPR 2024] The repository contains the official implementation of "Open-Vocabulary Segmentation with Semantic-Assisted Calibration"

[NeurIPS 2023] This repo contains the code for our paper Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP

[CVPR2024] Official Pytorch Implementation of SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation.

Official Implementation of "CAT-Seg🐱: Cost Aggregation for Open-Vocabulary Semantic Segmentation"

Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.

An open source implementation of CLIP.

Official implementation of TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing (MIDL 2022)

Polyp SAM 2: Advancing Zero shot Polyp Segmentation in Colorectal Cancer Detection

Self-Prompting Polyp Segmentation in Colonoscopy Using Hybrid YOLO-SAM 2 Model

[MICCAI 2024 Oral] SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation

Offical Code of MICCAI'24 early accepted paper "LGRNet: Local-Global Reciprocal Network for Uterine Fibroid Segmentation in Ultrasound Videos"

[CIBM 2024] Segment Anything Model for Medical Image Segmentation: Open-Source Project Summary

[ECCV 2024] DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation