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

Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation

1 code implementation • NeurIPS 2023 • YuAn Wang, Naisong Luo, Tianzhu Zhang

In this paper, we rethink the importance of support information and propose a new query-centric FSS model Adversarial Mining Transformer (AMFormer), which achieves accurate query image segmentation with only rough support guidance or even weak support labels.

Image Segmentation Semantic Segmentation

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.