Title
MedSG-Bench: A Benchmark for Medical Image Sequences Grounding Jingkun Yue Siqi Zhang Zinan Jia Huihuan Xu Zongbo Han Xiaohong Liu Guangyu Wang VLM 24 0 0 17 May 2025
Predicting Diabetic Macular Edema Treatment Responses Using OCT: Dataset and Methods of APTOS Competition Weiyi Zhang Peranut Chotcomwongse Yinwen Li Pusheng Xu Ruijie Yao ... Shujun Wang Yalin Zheng M. He Danli Shi Paisan Ruamviboonsuk 31 0 0 09 May 2025
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 205 0 0 04 May 2025
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement Haofan Wu Yin Huang Yuqing Wu Qiuyu Yang Bingfang Wang ... Abdul Fattah Memon Daizong Ji Wenjie Qu Ghulam Mustafa Yin Fang MedIm 35 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 78 0 0 30 Apr 2025
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation Zihan Cheng Jintao Guo Junxuan Zhang Lei Qi Luping Zhou Yinghuan Shi Yang Gao Mamba 55 0 0 24 Apr 2025
Contour Field based Elliptical Shape Prior for the Segment Anything Model Xinyu Zhao Jun Liu Faqiang Wang Li-min Cui Yuping Duan MedIm 42 0 0 17 Apr 2025
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Qing Xu Zhenye Lou Chenxin Li Xiangjian He Rong Qu Tesema Fiseha Berhanu Yi Wang Wenting Duan Zhen Chen MedIm 38 0 0 08 Apr 2025
Should we pre-train a decoder in contrastive learning for dense prediction tasks? S. Quetin Tapotosh Ghosh Farhad Maleki SSL 79 0 0 21 Mar 2025
Continuous Online Adaptation Driven by User Interaction for Medical Image Segmentation Wentian Xu Ziyun Liang Harry Anthony Yasin Ibrahim Felix Cohen Guang Yang Daniel Whitehouse David Menon Virginia Newcombe Konstantinos Kamnitsas OOD 51 0 0 09 Mar 2025
MFM-DA: Instance-Aware Adaptor and Hierarchical Alignment for Efficient Domain Adaptation in Medical Foundation Models Jia-Xuan Jiang Wenhui Lei Yifeng Wu Hongtao Wu Furong Li Yining Xie Xiaofan Zhang Zhenting Wang MedIm 39 0 0 02 Mar 2025
GONet: A Generalizable Deep Learning Model for Glaucoma Detection Or Abramovich Hadas Pizem Jonathan Fhima Eran Berkowitz Ben Gofrit ... Meital Baskin Jan Van Eijgen Ingeborg Stalmans E. Blumenthal Joachim A. Behar 64 1 0 26 Feb 2025
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends Duy M. Nguyen Hasan Md Tusfiqur Alam Trung Quoc Nguyen Devansh Srivastav H. Profitlich Ngan Le Daniel Sonntag 49 2 0 07 Jan 2025
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining Youssof Nawar Nouran Soliman Moustafa Wassel Mohamed ElHabebe Noha Adly Marwan Torki Ahmed Elmassry Islam Ahmed MedIm 88 0 0 04 Dec 2024
CoSAM: Self-Correcting SAM for Domain Generalization in 2D Medical Image Segmentation Yihang Fu Zhaoyu Chen Yiwen Ye Xingliang Lei Zhisong Wang Yong-quan Xia VLM MedIm 37 4 0 15 Nov 2024
Trends, Challenges, and Future Directions in Deep Learning for Glaucoma: A Systematic Review Mahtab Faraji Homa Rashidisabet George R. Nahass R. Chan Thasarat S Vajaranant Darvin Yi 42 0 0 07 Nov 2024
Deep Learning with HM-VGG: AI Strategies for Multi-modal Image Analysis Junliang Du Yiru Cang Tong Zhou Jiacheng Hu Weijie He 50 8 0 31 Oct 2024
AI-Driven Approaches for Glaucoma Detection -- A Comprehensive Review Yuki Hagiwara Octavia-Andreea Ciora Maureen Monnet Gino Lancho J. Lorenz 27 0 0 21 Oct 2024
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation Ziyang Chen Yiwen Ye Yongsheng Pan Yong-quan Xia 39 0 0 17 Oct 2024
LMOD: A Large Multimodal Ophthalmology Dataset and Benchmark for Large Vision-Language Models Zhenyue Qin Yu Yin Dylan Campbell Xuansheng Wu Ke Zou Yih-Chung Tham Ninghao Liu Xiuzhen Zhang Qingyu Chen 49 1 0 02 Oct 2024
Shape-intensity knowledge distillation for robust medical image segmentation Wenhui Dong Bo Du Yongchao Xu 38 0 0 26 Sep 2024
VascX Models: Model Ensembles for Retinal Vascular Analysis from Color Fundus Images Jose Vargas Quiros B. Liefers Karin van Garderen Jeroen Vermeulen Eyened Reading Center Sinergia Consortium C. Klaver 41 1 0 24 Sep 2024
LACOSTE: Exploiting stereo and temporal contexts for surgical instrument segmentation Qiyuan Wang Shang Zhao Zikang Xu S Kevin Zhou 38 0 0 14 Sep 2024
Federated Impression for Learning with Distributed Heterogeneous Data Atrin Arya Sana Ayromlou Armin Saadat Purang Abolmaesumi Xiaoxiao Li FedML OOD 31 0 0 11 Sep 2024
Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation Ziyang Chen Yiwen Ye Yongsheng Pan Yong Xia 27 1 0 14 Aug 2024
Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection Chenwei Wu David Restrepo Zitao Shuai Zhongming Liu Liyue Shen VLM 41 1 0 15 Jul 2024
Explainable Image Recognition via Enhanced Slot-attention Based Classifier Bowen Wang Liangzhi Li Jiahao Zhang Yuta Nakashima Hajime Nagahara OCL 62 1 0 08 Jul 2024
Stable Diffusion Segmentation for Biomedical Images with Single-step Reverse Process Tianyu Lin Zhiguang Chen Zhonghao Yan Weijiang Yu Fudan Zheng MedIm 30 7 0 26 Jun 2024
Data-Centric Label Smoothing for Explainable Glaucoma Screening from Eye Fundus Images Adrian Galdran M. A. G. Ballester 36 0 0 06 Jun 2024
MM-Retinal: Knowledge-Enhanced Foundational Pretraining with Fundus Image-Text Expertise Ruiqi Wu Chenran Zhang Jianle Zhang Yi Zhou Tao Zhou Huazhu Fu 48 8 0 20 May 2024
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention Ju-Hyeon Nam Nur Suriza Syazwany Su Jung Kim Sang-Chul Lee MedIm 29 6 0 10 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 68 5 0 02 May 2024
Multi-rater Prompting for Ambiguous Medical Image Segmentation Jinhong Wang Yi Cheng Jintai Chen Hongxia Xu Danny Chen Jian Wu MedIm 40 1 0 11 Apr 2024
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images Jiyuan Zhong Hu Ke Ming Yan MedIm 29 1 0 02 Apr 2024
VisionCLIP: An Med-AIGC based Ethical Language-Image Foundation Model for Generalizable Retina Image Analysis Hao Wei Bowen Liu Minqing Zhang Peilun Shi Wu Yuan VLM MedIm 41 3 0 16 Mar 2024
FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation Yuxi Liu Guibo Luo Yuesheng Zhu FedML MedIm 33 4 0 08 Mar 2024
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation Li Lin Yixiang Liu Jiewei Wu Pujin Cheng Zhiyuan Cai Kenneth K. Y. Wong Xiaoying Tang FedML 44 6 0 27 Feb 2024
Selective Prediction for Semantic Segmentation using Post-Hoc Confidence Estimation and Its Performance under Distribution Shift Bruno Laboissiere Camargos Borges Bruno Machado Pacheco Danilo Silva 22 0 0 16 Feb 2024
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM Yutao Hu Tian-Xin Li Quanfeng Lu Wenqi Shao Junjun He Yu Qiao Ping Luo ELM LM&MA 37 52 0 14 Feb 2024
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification Yuning Huang Jingchen Zou Lanxi Meng Xin Yue Qing Zhao Jianqiang Li Changwei Song Gabriel Jimenez Shaowu Li Guanghui Fu 41 9 0 12 Feb 2024
Deep Multimodal Fusion of Data with Heterogeneous Dimensionality via Projective Networks José Morano Guilherme Aresta C. Grechenig U. Schmidt-Erfurth Hrvoje Bogunović 34 3 0 02 Feb 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 60 11 0 28 Dec 2023
Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts Jiayi Chen Benteng Ma Hengfei Cui Yong-quan Xia OOD FedML 31 12 0 05 Dec 2023
Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation Ziyang Chen Yongsheng Pan Yiwen Ye Mengkang Lu Yong-quan Xia OOD VLM MedIm 45 6 0 30 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 44 37 0 20 Nov 2023
MSE-Nets: Multi-annotated Semi-supervised Ensemble Networks for Improving Segmentation of Medical Image with Ambiguous Boundaries Shuai Wang Tengjin Weng Jingyi Wang Yang Shen Zhidong Zhao Yixiu Liu Pengfei Jiao Zhiming Cheng Yaqi Wang 27 0 0 17 Nov 2023
ELF: An End-to-end Local and Global Multimodal Fusion Framework for Glaucoma Grading Wenyun Li Chi-Man Pun 14 1 0 14 Nov 2023
Medical Image Segmentation with Domain Adaptation: A Survey Yuemeng Li Yong-Xian Fan OOD 34 3 0 03 Nov 2023
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation Jiesi Hu Yanwu Yang Xutao Guo Jinghua Wang Heather Ting Ma MedIm 43 1 0 27 Oct 2023
Multi Task Consistency Guided Source-Free Test-Time Domain Adaptation Medical Image Segmentation Yanyu Ye Zhenxi Zhang Wei Wei Chunna Tian 30 2 0 18 Oct 2023