Few-shot Medical Image Segmentation using a Global Correlation Network
with Discriminative Embedding

Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding

10 December 2020

Xinghao Ding

Papers citing "Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding"

15 / 15 papers shown

Title
Active Few-Shot Learning for Vertex Classification Starting from an Unlabeled Dataset Felix Burr Marcel Hoffmann A. Scherp SSL 209 0 0 25 Apr 2025
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning Zixuan Zheng Yilei Shi Chunlei Li Jingliang Hu Xiao Xiang Zhu Lichao Mou 48 0 0 19 Mar 2025
Few-Shot Object Detection: Research Advances and Challenges Zhimeng Xin Shiming Chen Tianxu Wu Yuanjie Shao Weiping Ding Xinge You ObjD 42 24 0 07 Apr 2024
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging Lingdong Shen Fangxin Shang Xiaoshuang Huang Yehui Yang Haifeng Huang Shiming Xiang VLM 37 3 0 25 Mar 2024
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification Kaipeng Zheng Weiran Huang Lichao Sun LM&MA MedIm VLM 31 0 0 12 Dec 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation Yazhou Zhu Shidong Wang Tong Xin Zheng-Wei Zhang Haofeng Zhang 18 10 0 20 Sep 2023
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Yazhou Zhu Shidong Wang Tong Xin Haofeng Zhang ViT MedIm 33 14 0 09 Sep 2023
Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation Qi Wu Yuyao Zhang Marawan Elbatel VLM MedIm 32 34 0 15 Aug 2023
propnet: Propagating 2D Annotation to 3D Segmentation for Gastric Tumors on CT Scans Zi Chen Jiazheng Li Jie Zhao Yiting Liu Hongfeng Li Bin Dong Lei Tang Li Zhang 23 1 0 29 May 2023
Whole-slide-imaging Cancer Metastases Detection and Localization with Limited Tumorous Data Yinsheng He Xingyu Li MedIm 25 2 0 18 Mar 2023
Q-Net: Query-Informed Few-Shot Medical Image Segmentation Qianqian Shen Yanan Li Jiyong Jin B. Liu OOD 24 26 0 24 Aug 2022
A Unified and Biologically-Plausible Relational Graph Representation of Vision Transformers Yuzhong Chen Yu Du Zhe Xiao Lin Zhao Lu Zhang ... Dajiang Zhu Tuo Zhang Xintao Hu Tianming Liu Xi Jiang ViT 27 5 0 20 May 2022
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning Xiaoang Shen Guokai Zhang Huilin Lai Jihao Luo Jianwei Lu Ye Luo 27 14 0 26 Aug 2021
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 176 666 0 07 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 383 11,700 0 09 Mar 2017