Title
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation Siqi Yin Shaolei Liu Manning Wang MedIm 22 0 0 15 May 2025
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 36 0 0 14 May 2025
Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting Zheang Huai Hui Tang Yi Li Z. Chen Xiaomeng Li VLM 28 0 0 13 May 2025
Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration Honglong Yang Shanshan Song Yi Qin Lehan Wang Haonan Wang Xinpeng Ding Qixiang Zhang Bodong Du X. Li LM&MA 29 0 0 11 May 2025
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation Linshan Wu Yuxiang Nie Sunan He Jiaxin Zhuang Hao Chen LM&MA MedIm 73 0 0 30 Apr 2025
SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Hangzhou He Yanye Lu VLM 42 0 0 20 Apr 2025
Deep Learning Approaches for Medical Imaging Under Varying Degrees of Label Availability: A Comprehensive Survey Siteng Ma Honghui Du Yu An Jing Wang Qinqin Wang Haochang Wu Aonghus Lawlor Ruihai Dong 34 0 0 15 Apr 2025
Mixture-of-Shape-Experts (MoSE): End-to-End Shape Dictionary Framework to Prompt SAM for Generalizable Medical Segmentation Jia Wei Xiaoqi Zhao Jonghye Woo J. Ouyang G. El Fakhri Qingyu Chen Xiaofeng Liu 22 0 0 13 Apr 2025
SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data Sourya Sengupta Satrajit Chakrabarty Keerthi Sravan Ravi Gopal Avinash Ravi Soni MedIm 29 0 0 11 Apr 2025
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation Siladittya Manna Suresh Das Sayantari Ghosh Saumik Bhattacharya FedML 43 0 0 30 Mar 2025
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study Soumitri Chattopadhyay Basar Demir Marc Niethammer VLM 64 0 0 28 Mar 2025
Show and Segment: Universal Medical Image Segmentation via In-Context Learning Yunhe Gao Di Liu Zhuowei Li Y. Li Dongdong Chen Mu Zhou Dimitris N. Metaxas VLM 48 0 0 25 Mar 2025
Casual Inference via Style Bias Deconfounding for Domain Generalization Jiaxi Li Di Lin Hao Chen Hongying Liu Liang Wan Wei Feng OOD CML AI4CE 50 0 0 21 Mar 2025
MAST-Pro: Dynamic Mixture-of-Experts for Adaptive Segmentation of Pan-Tumors with Knowledge-Driven Prompts Runqi Meng S. Song Pengfei Jin Y. Oh L. Teng ... L. Chen X. Li Quanzheng Li Ning Guo Dinggang Shen 51 0 0 18 Mar 2025
SAM2 for Image and Video Segmentation: A Comprehensive Survey Zhang Jiaxing Tang Hao VLM 52 0 0 17 Mar 2025
MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset Zhaodong Wu Qiaochu Zhao Ming Hu Yulong Li Haochen Xue ... Junjun He Yu Qiao Zhong Zheng Feilong Tang Jionglong Su 62 1 0 17 Mar 2025
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation Pengchen Liang Haishan Huang Bin Pu Jianguo Chen Xiang Hua Jing Zhang Weibo Ma Z. Chen Yiwei Li Qing Chang 43 0 0 10 Mar 2025
Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation Lei Zhu Yanyu Xu Huazhu Fu Xinxing Xu Rick Siow Mong Goh Yong Liu 38 0 0 07 Mar 2025
SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning Luyi Qiu Tristan Till Xiaobao Guo A. Kong Mamba 41 1 0 03 Mar 2025
Cross Modality Medical Image Synthesis for Improving Liver Segmentation Muhammad Rafiq Hazrat Ali G. Mujtaba Zubair Shah Shoaib Azmat GAN MedIm 41 0 0 02 Mar 2025
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation B. Shirokikh Anvar Kurmukov Mariia Donskova Valentin Samokhin Mikhail Belyaev Ivan V. Oseledets OOD 37 0 0 24 Feb 2025
LMS-Net: A Learned Mumford-Shah Network For Few-Shot Medical Image Segmentation S. Zhang Fan Jia X. Li Hao Zhang Jun Shi Liyan Ma Shihui Ying 53 0 0 08 Feb 2025
MultiverSeg: Scalable Interactive Segmentation of Biomedical Imaging Datasets with In-Context Guidance Hallee E. Wong Jose Javier Gonzalez Ortiz John Guttag Adrian V. Dalca 85 0 0 19 Dec 2024
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang 72 1 0 17 Dec 2024
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network Delin An Pengfei Gu Milan Sonka Chaoli Wang D. Z. Chen 74 1 0 21 Nov 2024
Learning Lossless Compression for High Bit-Depth Volumetric Medical Image Kai Wang Yuanchao Bai Daxin Li Deming Zhai Junjun Jiang Xianming Liu 27 2 0 23 Oct 2024
Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation Yingyu Chen Ziyuan Yang Ming Yan Zhongzhou Zhang Hui Yu Yan Liu Yi Zhang 24 0 0 23 Oct 2024
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 36 2 0 20 Oct 2024
Unsupervised Skull Segmentation via Contrastive MR-to-CT Modality Translation K. Kwarciak Mateusz Daniol D. Hemmerling Marek Wodzinski 19 0 0 17 Oct 2024
Improving 3D Few-Shot Segmentation with Inference-Time Pseudo-Labeling Mohammad Mozafari Hosein Hasani Reza Vahidimajd Mohamadreza Fereydooni M. Baghshah 18 0 0 13 Oct 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 39 5 0 13 Oct 2024
Large Scale MRI Collection and Segmentation of Cirrhotic Liver Debesh Jha Onkar Susladkar Vandan Gorade Elif Keles M. Antalek ... Daniela Ladner Amir Borhani A. Medetalibeyoğlu Gorkem Durak Ulas Bagci 47 1 0 06 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks Junlin Hou Sicen Liu Yequan Bie Hongmei Wang Andong Tan Luyang Luo Hao Chen XAI 23 3 0 03 Oct 2024
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation Yazhou Zhu Minxian Li Qiaolin Ye Shidong Wang Tong Xin Haofeng Zhang 33 0 0 01 Oct 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 31 1 0 29 Sep 2024
Semi-overcomplete convolutional auto-encoder embedding as shape priors for deep vessel segmentation Amine Sadikine Bogdan Badic Jean-Pierre Tasu V. Noblet D. Visvikis Pierre-Henri Conze 24 3 0 19 Sep 2024
Scale-specific auxiliary multi-task contrastive learning for deep liver vessel segmentation Amine Sadikine Bogdan Badic Jean-Pierre Tasu V. Noblet Pascal Ballet D. Visvikis Pierre-Henri Conze 19 1 0 18 Sep 2024
Few-Shot 3D Volumetric Segmentation with Multi-Surrogate Fusion Meng Zheng Benjamin Planche Zhongpai Gao Terrence Chen Richard J. Radke Ziyan Wu 32 0 0 26 Aug 2024
Enhancing Cross-Modal Medical Image Segmentation through Compositionality Aniek Eijpe V. Corbetta Kalina Chupetlovska Regina Beets-Tan Wilson Silva 32 0 0 21 Aug 2024
LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification R. Dorent Roya Khajavi Tagwa Idris Erik Ziegler B. Somarouthu ... Minghui Zhang Steve Pieper Gordon Harris Ron Kikinis Tina Kapur 39 5 0 19 Aug 2024
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Terrence Chen Shanhui Sun VLM 54 5 0 16 Aug 2024
Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images Siladittya Manna Saumik Bhattacharya Umapada Pal OOD 22 1 0 12 Aug 2024
HySparK: Hybrid Sparse Masking for Large Scale Medical Image Pre-Training Fenghe Tang Ronghao Xu Qingsong Yao Xueming Fu Quan Quan Heqin Zhu Zaiyi Liu S. Kevin Zhou SSL MedIm 40 3 0 11 Aug 2024
Is SAM 2 Better than SAM in Medical Image Segmentation? Sourya Sengupta Satrajit Chakrabarty Ravi Soni MedIm VLM 27 6 0 08 Aug 2024
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation M. Woodland Nihil Patel Austin Castelo Mais Al Taie Mohamed Eltaher ... Nakul Gupta David Victor Laura Beretta Ankit B. Patel Kristy K. Brock OOD 27 0 0 05 Aug 2024
Few-Shot Medical Image Segmentation with Large Kernel Attention Sissi Xiaoxiao Wu Xiaowei Chen Zhenguo Gao Shulei Qu Yuanyuan Qiu 39 0 0 27 Jul 2024
Leveraging Multimodal CycleGAN for the Generation of Anatomically Accurate Synthetic CT Scans from MRIs L. Crespi Samuele Camnasio D. Dei N. Lambri P. Mancosu M. Scorsetti Daniele Loiacono MedIm 35 1 0 15 Jul 2024
Multi-Modal Dataset Creation for Federated Learning with DICOM Structured Reports Malte Tolle L. Burger Halvar Kelm Florian André Peter Bannas ... Jan Moritz Seliger Stefan Simm Tim Friede Tim Seidler Sandy Engelhardt 23 0 0 12 Jul 2024
FUNAvg: Federated Uncertainty Weighted Averaging for Datasets with Diverse Labels Malte Tolle Fernando Navarro Sebastian Eble Ivo Wolf Bjoern H. Menze Sandy Engelhardt FedML 37 1 0 10 Jul 2024
ProtoSAM: One-Shot Medical Image Segmentation With Foundational Models Lev Ayzenberg Raja Giryes H. Greenspan VLM MedIm 29 4 0 09 Jul 2024