Title
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes Song Tang Shaxu Yan Xiaozhi Qi Jianxin Gao Mao Ye Jianwei Zhang Xiatian Zhu 29 0 0 26 Jun 2024
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation Kwanseok Oh Eunjin Jeon Da-Woon Heo Yooseung Shin Heung-Il Suk 56 1 0 20 Jun 2024
Rethinking Abdominal Organ Segmentation (RAOS) in the clinical scenario: A robustness evaluation benchmark with challenging cases Xiangde Luo Zihan Li Shaoting Zhang Wenjun Liao Guotai Wang OOD 27 4 0 19 Jun 2024
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation Zhongzhen Huang Yankai Jiang Rongzhao Zhang Shaoting Zhang Xiaofan Zhang MedIm 67 4 0 11 Jun 2024
Prototype Correlation Matching and Class-Relation Reasoning for Few-Shot Medical Image Segmentation Yumin Zhang Hongliu Li Yajun Gao Haoran Duan Yawen Huang Yefeng Zheng 24 5 0 07 Jun 2024
FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis Linshan Wu Jiaxin Zhuang Xuefeng Ni Hao Chen MedIm 36 12 0 03 Jun 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 61 5 0 02 May 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 29 0 0 22 Apr 2024
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models Yuyan Shi Jialu Ma Jin Yang Shasha Wang Yichi Zhang MedIm VLM 19 2 0 20 Apr 2024
MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale Xiaotang Gai Chenyi Zhou Jiaxiang Liu Yang Feng Jian Wu Zuo-Qiang Liu MedIm 36 6 0 18 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 80 14 0 15 Apr 2024
Language Guided Domain Generalized Medical Image Segmentation Shahina Kunhimon Muzammal Naseer Salman Khan Fahad Shahbaz Khan 23 0 0 01 Apr 2024
M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models Fan Bai Yuxin Du Tiejun Huang Max Q.-H. Meng Bo-Lu Zhao 26 34 0 31 Mar 2024
YNetr: Dual-Encoder architecture on Plain Scan Liver Tumors (PSLT) Wen Sheng Zhong Zheng Jiajun Liu Han Lu Hanyuan Zhang Zhengyong Jiang Zhihong Zhang Daoping Zhu ViT 60 0 0 30 Mar 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
Towards Automatic Abdominal MRI Organ Segmentation: Leveraging Synthesized Data Generated From CT Labels Cosmin Ciausu Deepa Krishnaswamy Benjamin Billot Steve Pieper Ron Kikinis Andrey Fedorov 27 1 0 22 Mar 2024
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts Xian Lin Yangyang Xiang Zhehao Wang Kwang-Ting Cheng Zengqiang Yan Li Yu VLM MedIm 29 0 0 20 Mar 2024
From Pixel to Cancer: Cellular Automata in Computed Tomography Yuxiang Lai Xiaoxi Chen Angtian Wang Alan L. Yuille Zongwei Zhou MedIm 48 11 0 11 Mar 2024
Med3DInsight: Enhancing 3D Medical Image Understanding with 2D Multi-Modal Large Language Models Qiuhui Chen Huping Ye Yi Hong MedIm 38 1 0 08 Mar 2024
DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation Lev Ayzenberg Raja Giryes H. Greenspan 16 4 0 05 Mar 2024
Enhancing Weakly Supervised 3D Medical Image Segmentation through Probabilistic-aware Learning Zhaoxin Fan Runmin Jiang Junhao Wu Xin Huang Tianyang Wang Heng Huang Min Xu 35 2 0 05 Mar 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 27 5 0 07 Feb 2024
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical Segmentation Arash Harirpoush Amir Rasoulian Marta Kersten-Oertel Yiming Xiao 3DV 6 0 0 05 Feb 2024
Tyche: Stochastic In-Context Learning for Medical Image Segmentation Marianne Rakic Hallee E. Wong Jose Javier Gonzalez Ortiz Beth Cimini John Guttag Adrian V. Dalca 30 11 0 24 Jan 2024
Free Form Medical Visual Question Answering in Radiology Abhishek Narayanan Rushabh Musthyala Rahul Sankar A. Nistala P. Singh Jacopo Cirrone 13 2 0 23 Jan 2024
Bayesian Intrinsic Groupwise Image Registration: Unsupervised Disentanglement of Anatomy and Geometry Xinzhe Luo Xin Wang Linda Shapiro Chun Yuan Jianfeng Feng Xiahai Zhuang 28 0 0 04 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 55 11 0 28 Dec 2023
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang Weidi Xie VLM MedIm 32 37 0 28 Dec 2023
ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical Image Hallee E. Wong Marianne Rakic John Guttag Adrian V. Dalca 31 18 0 12 Dec 2023
Building Universal Foundation Models for Medical Image Analysis with Spatially Adaptive Networks Lingxiao Luo Xuanzhong Chen Bingda Tang Xinsheng Chen Rong Han Chengpeng Hu Yujiang Li Ting Chen MedIm 23 2 0 12 Dec 2023
AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation Mu Tian Qin Yang Yi Gao MedIm 32 0 0 11 Dec 2023
RadImageGAN -- A Multi-modal Dataset-Scale Generative AI for Medical Imaging Zelong Liu Alexander Zhou Arnold Yang Alara Yilmaz Maxwell Yoo ... Daiqing Li Z. Fayad Sean Huver T. Deyer X. Mei MedIm 22 2 0 10 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
Streaming Lossless Volumetric Compression of Medical Images Using Gated Recurrent Convolutional Neural Network Qianhao Chen Jietao Chen MedIm 17 1 0 27 Nov 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo-Lu Zhao VLM 39 38 0 22 Nov 2023
SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks Jin Ye Junlong Cheng Jianpin Chen Zhongying Deng Tian-Xin Li ... Hui Sun Min Zhu Shaoting Zhang Junjun He Yu Qiao VLM MedIm 34 37 0 20 Nov 2023
A Survey of Emerging Applications of Diffusion Probabilistic Models in MRI Yuheng Fan Hanxi Liao Shiqi Huang Yimin Luo Huazhu Fu Haikun Qi MedIm 35 18 0 19 Nov 2023
Slide-SAM: Medical SAM Meets Sliding Window Quan Quan Fenghe Tang Zikang Xu Heqin Zhu S.Kevin Zhou VLM MedIm 28 8 0 16 Nov 2023
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation Zanting Ye 24 2 0 05 Nov 2023
Medical Image Segmentation with Domain Adaptation: A Survey Yuemeng Li Yong-Xian Fan OOD 21 3 0 03 Nov 2023
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Ruxue Wen Hangjie Yuan Dong Ni Wenbo Xiao Yaoyao Wu OOD 19 12 0 31 Oct 2023
Volumetric Medical Image Segmentation via Scribble Annotations and Shape Priors Qiuhui Chen Haiying Lyu Xinyue Hu Yong Lu Yi Hong 21 0 0 12 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 37 12 0 10 Oct 2023
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation YiXuan Wu B. Zheng Jintai Chen Danny Chen Jian Wu 19 1 0 24 Sep 2023
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 31 5 0 23 Sep 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
A Systematic Review of Few-Shot Learning in Medical Imaging Eva Pachetti Sara Colantonio 31 17 0 20 Sep 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
RecycleNet: Latent Feature Recycling Leads to Iterative Decision Refinement Gregor Koehler Tassilo Wald Constantin Ulrich David Zimmerer Paul F. Jaeger Jorg K. H. Franke Simon A. A. Kohl Fabian Isensee Klaus H. Maier-Hein 16 0 0 14 Sep 2023
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Yazhou Zhu Shidong Wang Tong Xin Haofeng Zhang ViT MedIm 29 14 0 09 Sep 2023