Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 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 34 0 0 11 May 2025
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis Onkar Susladkar Gayatri S Deshmukh Yalcin Tur Ulas Bagci MedIm 53 0 0 08 May 2025
Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2 Yuwen Chen Zafer Yildiz Qihang Li Yaqian Chen Haoyu Dong Hanxue Gu N. Konz Maciej Mazurowski MedIm VLM 44 0 0 03 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
Benchmarking Multi-Organ Segmentation Tools for Multi-Parametric T1-weighted Abdominal MRI Nicole Tran Anisa V. Prasad Yan Zhuang T. Mathai Boah Kim Sydney Lewis P. Mukherjee Jianfei Liu Ronald M. Summers 37 0 0 10 Apr 2025
Leveraging Anatomical Priors for Automated Pancreas Segmentation on Abdominal CT Anisa V. Prasad T. Mathai P. Mukherjee Jianfei Liu Ronald M. Summers SSeg 44 1 0 09 Apr 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
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
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Boqian Wu Q. Xiao Shiwei Liu Lu Yin Mykola Pechenizkiy D. Mocanu M. V. Keulen Elena Mocanu MedIm 53 4 0 20 Feb 2025
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation Bin Xie Hao Tang Dawen Cai Yan Yan Gady Agam MedIm VLM 52 1 0 02 Feb 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 18 0 17 Jan 2025
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 38 2 0 20 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 49 2 0 06 Oct 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao H. Fu F. Khan Rao Muhammad Anwer MedIm 33 5 0 05 Oct 2024
Imaging foundation model for universal enhancement of non-ideal measurement CT Yuxin Liu Rongjun Ge Yuting He Zhan Wu Chenyu You Yuan Gao Chenyu You Ge Wang Yang Chen Shuo Li MedIm 21 2 0 02 Oct 2024
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation Kate Čevora Ben Glocker Wenjia Bai OOD 26 0 0 08 Aug 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 40 4 0 09 Jul 2024
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images Weiyi Xie Nathalie Willems Shubham Patil Yang Li Mayank Kumar 54 13 0 05 Jul 2024
Contour-weighted loss for class-imbalanced image segmentation Zhhengyong Huang Yao Sui 42 3 0 07 Jun 2024
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation Xiaoyang Chen Hao Zheng Yifang Xie Yuncong Ma Tengfei Li CLL 38 0 0 25 May 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 57 4 0 24 Apr 2024
Embarrassingly Simple Scribble Supervision for 3D Medical Segmentation Karol Gotkowski Carsten T. Lüth Paul F. Jäger Sebastian Ziegler Lars Krämer Stefan Denner Shuhan Xiao Nico Disch Klaus H. Maier-Hein Fabian Isensee 39 3 0 19 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Jin Yang Peijie Qiu Yichi Zhang Daniel S. Marcus Aristeidis Sotiras MedIm 43 9 0 15 Mar 2024
Semantic Image Synthesis for Abdominal CT Zhuang Yan Benjamin Hou T. Mathai Pritam Mukherjee Boah Kim Ronald M. Summers DiffM MedIm 24 10 0 11 Dec 2023
ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting Yankai Jiang Zhongzhen Huang Rongzhao Zhang Xiaofan Zhang Shaoting Zhang VLM 39 10 0 07 Dec 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo-Lu Zhao VLM 36 38 0 22 Nov 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 27 0 0 21 Sep 2023
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation Zhen Zhao Ye Liu Meng Zhao Di Yin Yixuan Yuan Luping Zhou 26 2 0 23 Aug 2023
CARE: A Large Scale CT Image Dataset and Clinical Applicable Benchmark Model for Rectal Cancer Segmentation Han-Di Zhang Wei-Ting Guo Chenyang Qiu Shouhong Wan Bingbing Zou Wanqin Wang Peiquan Jin 15 4 0 16 Aug 2023
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation M. Woodland Nihil Patel Mais Al Taie J. Yung T. Netherton Ankit B. Patel Kristy K. Brock OOD 30 6 0 07 Aug 2023
vox2vec: A Framework for Self-supervised Contrastive Learning of Voxel-level Representations in Medical Images M. Goncharov Vera Soboleva Anvar Kurmukov Maxim Pisov Mikhail Belyaev SSL 13 10 0 27 Jul 2023
Towards Unifying Anatomy Segmentation: Automated Generation of a Full-body CT Dataset via Knowledge Aggregation and Anatomical Guidelines A. Jaus C. Seibold Kelsey Hermann Alexandra Walter K. Giske Johannes Haubold Jens Kleesiek Rainer Stiefelhagen 34 19 0 25 Jul 2023
SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model Saikat Roy Tassilo Wald Gregor Koehler Maximilian R. Rokuss Nico Disch Julius Holzschuh David Zimmerer Klaus H. Maier-Hein MedIm VLM 24 95 0 10 Apr 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 66 12 0 29 Mar 2023
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Saikat Roy Gregor Koehler Constantin Ulrich Michael Baumgartner Jens Petersen Fabian Isensee Paul F. Jaeger Klaus Maier-Hein ViT MedIm 26 139 0 17 Mar 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 39 194 0 02 Jan 2023
Keep Your Friends Close & Enemies Farther: Debiasing Contrastive Learning with Spatial Priors in 3D Radiology Images Yejia Zhang Nishchal Sapkota Pengfei Gu Yao Peng Hao Zheng Da Chen 33 5 0 16 Nov 2022
Large Batch and Patch Size Training for Medical Image Segmentation Junya Sato Shoji Kido 19 2 0 24 Oct 2022
Boundary-Aware Network for Abdominal Multi-Organ Segmentation Shishuai Hu Zehui Liao Yong-quan Xia 19 0 0 29 Aug 2022
Extending nnU-Net is all you need Fabian Isensee Constantin Ulrich Tassilo Wald Klaus H. Maier-Hein SSeg 14 31 0 23 Aug 2022
Focused Decoding Enables 3D Anatomical Detection by Transformers Bastian Wittmann Fernando Navarro Suprosanna Shit Bjoern H. Menze ViT MedIm 13 8 0 21 Jul 2022
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Yunhe Gao Mu Zhou Ding Liu Zhennan Yan Shaoting Zhang Dimitris N. Metaxas ViT MedIm 18 68 0 28 Feb 2022