Image-to-Image Matching via Foundation Models: A New Perspective for Open-Vocabulary Semantic Segmentation

no code implementations • 30 Mar 2024 • YuAn Wang, Rui Sun, Naisong Luo, Yuwen Pan, Tianzhu Zhang

Open-vocabulary semantic segmentation (OVS) aims to segment images of arbitrary categories specified by class labels or captions.

Attribute Open Vocabulary Semantic Segmentation +2

Camouflaged Instance Segmentation via Explicit De-Camouflaging

no code implementations • CVPR 2023 • Naisong Luo, Yuwen Pan, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu

To address these challenges, we propose a novel De-camouflaging Network (DCNet) including a pixel-level camouflage decoupling module and an instance-level camouflage suppression module.

Instance Segmentation Segmentation +1

Adaptive Template Transformer for Mitochondria Segmentation in Electron Microscopy Images

no code implementations • ICCV 2023 • Yuwen Pan, Naisong Luo, Rui Sun, Meng Meng, Tianzhu Zhang, Zhiwei Xiong, Yongdong Zhang

Mitochondria, as tiny structures within the cell, are of significant importance to study cell functions for biological and clinical analysis.