Title
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning Yang Yue Yulin Wang Chenxin Tao Pan Liu Shiji Song Gao Huang MedIm 24 0 0 18 Apr 2025
EchoWorld: Learning Motion-Aware World Models for Echocardiography Probe Guidance Yang Yue Yulin Wang Haojun Jiang Pan Liu S. Song Gao Huang VGen 27 0 0 17 Apr 2025
LVMed-R2: Perception and Reflection-driven Complex Reasoning for Medical Report Generation Hao Wang Shuchang Ye Jinghao Lin Usman Naseem Jinman Kim LRM 29 0 0 02 Apr 2025
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models Xinyu Tian Shu Zou Zhaoyuan Yang Jing Zhang 58 0 0 18 Mar 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Muhammad Bilal Junaid Qadir 76 0 0 24 Feb 2025
ACE: Anatomically Consistent Embeddings in Composition and Decomposition Ziyu Zhou Haozhe Luo M. Taher Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang MedIm 36 0 0 20 Jan 2025
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends Duy M. Nguyen Hasan Md Tusfiqur Alam T. Nguyen Devansh Srivastav H. Profitlich Ngan Le Daniel Sonntag 34 2 0 07 Jan 2025
Integrating Deep Metric Learning with Coreset for Active Learning in 3D Segmentation Arvind Murari Vepa Zukang Yang Andrew Choi Jungseock Joo Fabien Scalzo Yizhou Sun 3DPC 70 1 0 24 Nov 2024
EchoFM: Foundation Model for Generalizable Echocardiogram Analysis Sekeun Kim Pengfei Jin S. Song Cheng Chen Yiwei Li Hui Ren Xiang Li Tianming Liu Quanzheng Li 34 0 0 30 Oct 2024
LoGra-Med: Long Context Multi-Graph Alignment for Medical Vision-Language Model Duy M. H. Nguyen N. T. Diep Trung Q. Nguyen Hoang-Bao Le Tai Nguyen ... Pengtao Xie Roger Wattenhofer James Zhou Daniel Sonntag Mathias Niepert VLM 55 3 0 03 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 29 1 0 29 Sep 2024
CathAction: A Benchmark for Endovascular Intervention Understanding Baoru Huang Tuan Vo Chayun Kongtongvattana G. Dagnino Dennis Kundrat ... Francisco Vasconcelos Danail Stoyanov Daniel Elson Ferdinando Rodriguez y Baena Anh Nguyen 29 2 0 23 Aug 2024
GoodSAM++: Bridging Domain and Capacity Gaps via Segment Anything Model for Panoramic Semantic Segmentation Weiming Zhang Yexin Liu Xu Zheng Lin Wang VLM 42 5 0 17 Aug 2024
Reprogramming Distillation for Medical Foundation Models Yuhang Zhou Siyuan Du Haolin Li Jiangchao Yao Ya Zhang Yanfeng Wang 41 2 0 09 Jul 2024
Anatomy-guided Pathology Segmentation A. Jaus C. Seibold Simon Reiß Lukas Heine Anton Schily Moon Kim F. Bahnsen Ken Herrmann Rainer Stiefelhagen Jens Kleesiek MedIm 26 2 0 08 Jul 2024
Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model D. M. Nguyen An T. Le Trung Q. Nguyen N. T. Diep Tai Nguyen D. Duong-Tran Jan Peters Li Shen Mathias Niepert Daniel Sonntag VLM 37 3 0 05 Jul 2024
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models Ruinan Jin Zikang Xu Yuan Zhong Qiongsong Yao Qi Dou S. Kevin Zhou Xiaoxiao Li VLM 19 10 0 01 Jul 2024
Accelerating Transformers with Spectrum-Preserving Token Merging Hoai-Chau Tran D. M. Nguyen Duy M. Nguyen Trung Thanh Nguyen Ngan Le Pengtao Xie Daniel Sonntag James Y. Zou Binh T. Nguyen Mathias Niepert 32 8 0 25 May 2024
HoneyBee: A Scalable Modular Framework for Creating Multimodal Oncology Datasets with Foundational Embedding Models Aakash Tripathi Asim Waqas Yasin Yilmaz Ghulam Rasool 29 5 0 13 May 2024
X-Diffusion: Generating Detailed 3D MRI Volumes From a Single Image Using Cross-Sectional Diffusion Models Emmanuelle Bourigault Abdullah Hamdi Amir Jamaludin MedIm 54 2 0 30 Apr 2024
Low-Rank Knowledge Decomposition for Medical Foundation Models Yuhang Zhou Haolin Li Siyuan Du Jiangchao Yao Ya-Qin Zhang Yanfeng Wang 21 3 0 26 Apr 2024
Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability, Composability, and Decomposability from Anatomy via Self-Supervision M. Taher Michael B. Gotway Jianming Liang MedIm 21 5 0 24 Apr 2024
A Large-scale Medical Visual Task Adaptation Benchmark Shentong Mo Xufang Luo Yansen Wang Dongsheng Li MedIm 27 1 0 19 Apr 2024
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification Zhenwei Wang Qiule Sun Bingbing Zhang Pengfei Wang Jianxin Zhang Qiang Zhang VLM 38 1 0 13 Apr 2024
CopilotCAD: Empowering Radiologists with Report Completion Models and Quantitative Evidence from Medical Image Foundation Models Sheng Wang Tianming Du Katherine Fischer Gregory E. Tasian Justin B Ziemba Joanie Garratt H. Sagreiya Yong-Xian Fan MedIm LM&MA 17 1 0 11 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 27 0 04 Apr 2024
GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation Weiming Zhang Yexin Liu Xueye Zheng Lin Wang 44 10 0 25 Mar 2024
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 93 59 0 28 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 20 0 0 10 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 33 4 0 05 Oct 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 13 3 0 26 Jun 2023
Adaptive Perturbation-Based Gradient Estimation for Discrete Latent Variable Models Pasquale Minervini Luca Franceschi Mathias Niepert 38 11 0 11 Sep 2022
Compressive Visual Representations Kuang-Huei Lee Anurag Arnab S. Guadarrama John F. Canny Ian S. Fischer SSL 57 48 0 27 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 295 5,761 0 29 Apr 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,359 0 09 Mar 2020