Title
Generalizable Pancreas Segmentation via a Dual Self-Supervised Learning Framework Jun Li Hongzhang Zhu Tao Chen Xiaohua Qian 35 4 0 12 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 Xiaomeng Li LM&MA 34 0 0 11 May 2025
ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection Lei Hu Zhiyong Gan Ling Deng Jinglin Liang Lingyu Liang Shuangping Huang Tianshui Chen DiffM 31 0 0 10 May 2025
False Promises in Medical Imaging AI? Assessing Validity of Outperformance Claims Evangelia Christodoulou Annika Reinke Pascaline Andrè Patrick Godau P. Kalinowski ... Amber L. Simpson A. Kopp-Schneider Gaël Varoquaux O. Colliot Lena Maier-Hein 38 0 0 07 May 2025
Reinforced Correlation Between Vision and Language for Precise Medical AI Assistant Haonan Wang Jiaji Mao Lehan Wang Qixiang Zhang Marawan Elbatel ... Weifeng Qin Hao Li Jialin Liang Jun Shen Xiaomeng Li MedIm 38 0 0 06 May 2025
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation Yi-Mou Lin Dong-Ming Zhang X. B. Fang Yufan Chen K.-T. Cheng Hao Chen 33 0 0 06 May 2025
Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models Yankai Jiang Peng Zhang D. Yang Yuan Tian Hai Lin Xihuai Wang MedIm 133 0 0 05 May 2025
Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging Elena Mulero Ayllón Massimiliano Mantegna Linlin Shen Paolo Soda V. Guarrasi M. Tortora 35 0 0 02 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 75 0 0 30 Apr 2025
RadSAM: Segmenting 3D radiological images with a 2D promptable model Julien Khlaut Elodie Ferreres Daniel Tordjman Hélène Philippe Tom Boeken Pierre Manceron Corentin Dancette MedIm VLM 52 0 0 29 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
TextDiffSeg: Text-guided Latent Diffusion Model for 3d Medical Images Segmentation Kangbo Ma MedIm 27 0 0 16 Apr 2025
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging Siyuan Dai Kai Ye Guodong Liu Haoteng Tang Liang Zhan MedIm 38 0 0 09 Apr 2025
Large Scale Supervised Pretraining For Traumatic Brain Injury Segmentation Constantin Ulrich Tassilo Wald Fabian Isensee Klaus H. Maier-Hein 23 0 0 09 Apr 2025
Longitudinal Assessment of Lung Lesion Burden in CT T. Mathai Benjamin Hou Ronald M. Summers 29 0 0 09 Apr 2025
Dynamic Importance in Diffusion U-Net for Enhanced Image Synthesis Xi Wang Ziqi He Yang Zhou 37 0 0 04 Apr 2025
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Rafi Ibn Sultan Hui Zhu Chengyin Li Dongxiao Zhu 55 0 0 30 Mar 2025
OncoReg: Medical Image Registration for Oncological Challenges Wiebke Heyer Yannic Elser Lennart Berkel Xinrui Song Xuanang Xu ... Christoph Großbröhmer Lasse Hansen Alessa Hering Malte M. Sieren Mattias P. Heinrich 41 0 0 29 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
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning Edwin Tay Nazli Tümer Amir A. Zadpoor MedIm 52 0 0 27 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 53 0 0 25 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 Xuran Li Quanzheng Li Ning Guo Dinggang Shen 56 0 0 18 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 64 1 0 17 Mar 2025
Resolution Invariant Autoencoder Ashay Patel Michela Antonelli Sebastien Ourselin M. Jorge Cardoso OOD 74 0 0 12 Mar 2025
nnInteractive: Redefining 3D Promptable Segmentation Fabian Isensee Maximilian R. Rokuss Lars Krämer Stefan Dinkelacker Ashis Ravindran ... Moritz Langenberg Constantin Ulrich Jonathan Deissler R. Floca Klaus H. Maier-Hein 61 2 0 11 Mar 2025
3D Medical Imaging Segmentation on Non-Contrast CT Canxuan Gang Yuhan Peng 57 0 0 11 Mar 2025
Interactive Tumor Progression Modeling via Sketch-Based Image Editing Gexin Huang Ruinan Jin Yucheng Tang Can Zhao Tatsuya Harada Xiaoxiao Li Gu Lin MedIm 58 0 0 10 Mar 2025
Towards Universal Text-driven CT Image Segmentation Yuheng Li Yuxiang Lai Maria Thor Deborah Marshall Zachary Buchwald D. Yu Xiaofeng Yang MedIm VLM 59 2 0 08 Mar 2025
We Care Each Pixel: Calibrating on Medical Segmentation Model Wenhao Liang W. Zhang Y. Lin Miao Xu Olaf Maennel Weitong Chen 48 0 0 07 Mar 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining Haoran Wang Lian Huai Wenbin Li Lei Qi Xingqun Jiang Yinghuan Shi MedIm 64 2 0 06 Mar 2025
Interactive Segmentation and Report Generation for CT Images Yannian Gu Wenhui Lei Hanyu Chen Xiaofan Zhang S. Zhang 58 0 0 05 Mar 2025
Boltzmann Attention Sampling for Image Analysis with Small Objects Theodore Zhao Sid Kiblawi Naoto Usuyama Ho Hin Lee Sam Preston Hoifung Poon Mu-Hsin Wei MedIm 73 0 0 04 Mar 2025
LesionDiffusion: Towards Text-controlled General Lesion Synthesis Henrui Tian Wenhui Lei Linrui Dai Hanyu Chen Xiaofan Zhang DiffM MedIm 42 0 0 02 Mar 2025
Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and Quality M. Yazdani Yasamin Medghalchi Pooria Ashrafian I. Hacihaliloglu Dena Shahriari MedIm 34 0 0 01 Mar 2025
LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging Maximilian R. Rokuss Yannick Kirchhoff Seval Akbal Balint Kovacs Saikat Roy Constantin Ulrich Tassilo Wald Lukas T. Rotkopf H. Schlemmer Klaus H. Maier-Hein 3DV MedIm 46 1 0 28 Feb 2025
EU-Nets: Enhanced, Explainable and Parsimonious U-Nets B. Sun P. Liò 57 0 0 25 Feb 2025
A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation Canxuan Gang MedIm ViT 54 0 0 08 Feb 2025
Enhancing Uncertainty Estimation in Semantic Segmentation via Monte-Carlo Frequency Dropout Tal Zeevi Lawrence H. Staib J. Onofrey OOD UQCV 53 0 0 20 Jan 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 43 8 0 20 Jan 2025
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation Xingxin He Yifan Hu Zhaoye Zhou Mohamed Jarraya Fang Liu VLM MedIm 45 2 0 17 Jan 2025
RadGPT: Constructing 3D Image-Text Tumor Datasets P. R. Bassi Mehmet Can Yavuz Kang Wang Xiaoxi Chen Wenxuan Li S. Decherchi Andrea Cavalli Yang Yang Alan L. Yuille Zongwei Zhou LM&MA MedIm 40 0 0 08 Jan 2025
A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications Francesco Cremonesi Lucia Innocenti Sebastien Ourselin Vicky Goh Michela Antonelli Marco Lorenzi FedML 102 0 0 09 Dec 2024
vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation Bastian Wittmann Yannick Wattenberg Tamaz Amiranashvili Suprosanna Shit Bjoern H. Menze 83 3 0 26 Nov 2024
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Junlong Cheng Bin Fu Jin Ye Guoan Wang Tianbin Li ... Jianfei Chen J. Li Yanzhou Su Min Zhu Junjun He VLM 84 4 0 19 Nov 2024
OneNet: A Channel-Wise 1D Convolutional U-Net Sanghyun Byun Kayvan Shah Ayushi Gang Christopher Apton Jacob Song Woo Seong Chung SSeg 45 0 0 14 Nov 2024
MLV $^2$ -Net: Rater-Based Majority-Label Voting for Consistent Meningeal Lymphatic Vessel Segmentation Fabian Bongratz Markus Karmann Adrian Holz Moritz Bonhoeffer Viktor Neumaier ... Claus Zimmer C. Sorg Melissa Thalhammer D. Hedderich Christian Wachinger 35 0 0 13 Nov 2024
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal Mechanisms Boqi Chen Yuanzhi Zhu Yunke Ao Sebastiano Caprara Reto Sutter Gunnar Rätsch E. Konukoglu A. Susmelj MedIm DiffM OOD 51 0 0 07 Nov 2024
Label Critic: Design Data Before Models P. R. Bassi Qilong Wu Wenxuan Li S. Decherchi Andrea Cavalli Alan L. Yuille Zongwei Zhou 48 0 0 05 Nov 2024
ZIM: Zero-Shot Image Matting for Anything Beomyoung Kim Chanyong Shin Joonhyun Jeong Hyungsik Jung Se Yun Lee Sewhan Chun Dong-Hyun Hwang Joonsang Yu VLM 34 2 0 01 Nov 2024
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Amin Ranem John Kalkhof Anirban Mukhopadhyay 28 0 0 30 Oct 2024