Title
RobSurv: Vector Quantization-Based Multi-Modal Learning for Robust Cancer Survival Prediction Aiman Farooq Azad Singh Deepak Mishra S. Chaudhury 37 0 0 05 May 2025
SVD Based Least Squares for X-Ray Pneumonia Classification Using Deep Features Mete Erdogan Sebnem Demirtas 44 0 0 29 Apr 2025
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning Yang Yue Yulin Wang Chenxin Tao Pan Liu Shiji Song Gao Huang MedIm 26 0 0 18 Apr 2025
AFiRe: Anatomy-Driven Self-Supervised Learning for Fine-Grained Representation in Radiographic Images Yihang Liu Lianghua He Y. Wen Longzhen Yang Hongzhou Chen MedIm 34 0 0 15 Apr 2025
The Efficacy of Semantics-Preserving Transformations in Self-Supervised Learning for Medical Ultrasound Blake Vanberlo Alexander Wong Jesse Hoey R. Arntfield 44 0 0 10 Apr 2025
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 38 0 0 07 Apr 2025
iMedImage Technical Report Ran Wei ZhiXiong Lan Qing Yan Ning Song Ming Lv LongQing Ye 54 0 0 27 Mar 2025
CoRLD: Contrastive Representation Learning Of Deformable Shapes In Images Tonmoy Hossain Miaomiao Zhang 42 0 0 21 Mar 2025
MedAgent-Pro: Towards Multi-modal Evidence-based Medical Diagnosis via Reasoning Agentic Workflow Ziyue Wang Junde Wu Chang Han Low Yueming Jin LRM 57 2 0 21 Mar 2025
MIRAM: Masked Image Reconstruction Across Multiple Scales for Breast Lesion Risk Prediction H. Q. Vo Pengyu Yuan Zheng Yin Kelvin K. Wong Chika F. Ezeana S. Ly Stephen T. C. Wong H. Nguyen 46 0 0 10 Mar 2025
Artificially Generated Visual Scanpath Improves Multi-label Thoracic Disease Classification in Chest X-Ray Images Ashish Verma Aupendu Kar Krishnendu Ghosh S. K. Dhara Debashis Sen P. Biswas MedIm 44 0 0 01 Mar 2025
Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models Zhaoyi Liu Huan Zhang AAML 86 0 0 25 Feb 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
OCT Data is All You Need: How Vision Transformers with and without Pre-training Benefit Imaging Zihao Han Philippe De Wilde ViT 86 0 0 17 Feb 2025
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation Edward Ellis A. Bulpitt Nasim Parsa Michael F Byrne Sharib Ali 93 0 0 04 Feb 2025
ConceptVAE: Self-Supervised Fine-Grained Concept Disentanglement from 2D Echocardiographies C. Ciușdel Alex Serban Tiziano Passerini CoGe 74 1 0 03 Feb 2025
VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis Duy-Cat Can Linh D. Dang Quang-Huy Tang Dang Minh Ly Huong Ha Guillaume Blanc Oliver Y. Chén Binh T. Nguyen 69 1 0 03 Feb 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 46 8 0 20 Jan 2025
Self-Supervised Radiograph Anatomical Region Classification -- How Clean Is Your Real-World Data? Simon Langer J. Ritter R. Braren Daniel Rueckert Paul Hager 84 0 0 20 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 76 2 0 03 Dec 2024
Evaluation of a Data Annotation Platform for Large, Time-Series Datasets in Intensive Care: Mixed Methods Study Marceli Wac Raúl Santos-Rodríguez C. McWilliams Christopher P Bourdeaux 20 0 0 22 Oct 2024
ISImed: A Framework for Self-Supervised Learning using Intrinsic Spatial Information in Medical Images Nabil Jabareen Dongsheng Yuan Sören Lukassen SSL 16 0 0 22 Oct 2024
Pseudo-label Refinement for Improving Self-Supervised Learning Systems Zia-ur-Rehman Arif Mahmood Wenxiong Kang 33 1 0 18 Oct 2024
Deep Learning Applications in Medical Image Analysis: Advancements, Challenges, and Future Directions Aimina Ali Eli Abida Ali OOD AAML 21 0 0 18 Oct 2024
Taming the Tail: Leveraging Asymmetric Loss and Pade Approximation to Overcome Medical Image Long-Tailed Class Imbalance Pankhi Kashyap Pavni Tandon Sunny Gupta Abhishek Tiwari Ritwik Kulkarni Kshitij Sharad Jadhav 37 1 0 05 Oct 2024
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI Jonghun Kim Mansu Kim Hyunjin Park MedIm ViT 23 0 0 01 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 31 1 0 29 Sep 2024
Robust image representations with counterfactual contrastive learning Mélanie Roschewitz Fabio De Sousa Ribeiro Tian Xia G. Khara Ben Glocker OOD MedIm 49 2 0 16 Sep 2024
Enhancing Fine-Grained Visual Recognition in the Low-Data Regime Through Feature Magnitude Regularization Avraham Chapman Haiming Xu Lingqiao Liu 38 0 0 03 Sep 2024
Pre-training Everywhere: Parameter-Efficient Fine-Tuning for Medical Image Analysis via Target Parameter Pre-training Xingliang Lei Yiwen Ye Ziyang Chen Minglei Shu Yong Xia 47 1 0 27 Aug 2024
The Clever Hans Effect in Unsupervised Learning Jacob R. Kauffmann Jonas Dippel Lukas Ruff Wojciech Samek Klaus-Robert Müller G. Montavon SSL CML HAI 44 1 0 15 Aug 2024
A Survey on Cell Nuclei Instance Segmentation and Classification: Leveraging Context and Attention João D. Nunes D. Montezuma Domingos Oliveira Tania Pereira Jaime S. Cardoso 53 1 0 26 Jul 2024
Symmetry Awareness Encoded Deep Learning Framework for Brain Imaging Analysis Yang Ma Dongang Wang Peilin Liu L. Masters M. Barnett Weidong Cai Chenyu Wang 19 0 0 12 Jul 2024
Lifestyle-Informed Personalized Blood Biomarker Prediction via Novel Representation Learning A. Heydari Naghmeh Rezaei Javier L. Prieto Shwetak N. Patel Ahmed A. Metwally AI4TS 21 1 0 09 Jul 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 40 5 0 09 Jul 2024
Self-supervised Learning via Cluster Distance Prediction for Operating Room Context Awareness Idris Hamoud Alexandros Karargyris Aidean Sharghi Omid Mohareri N. Padoy SSL 33 1 0 07 Jul 2024
Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning Saeed Shurrab Alejandro Guerra-Manzanares Farah E. Shamout 36 1 0 05 Jul 2024
Semantic Graph Consistency: Going Beyond Patches for Regularizing Self-Supervised Vision Transformers Chaitanya Devaguptapu Sumukh K. Aithal Shrinivas Ramasubramanian Moyuru Yamada Manohar Kaul ViT 39 0 0 18 Jun 2024
Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere H. Li Ouyang Cheng Tamaz Amiranashvili Matthew S. Rosen Bjoern H. Menze J. Iglesias 43 0 0 26 May 2024
Efficient Multimodal Large Language Models: A Survey Yizhang Jin Jian Li Yexin Liu Tianjun Gu Kai Wu ... Xin Tan Zhenye Gan Yabiao Wang Chengjie Wang Lizhuang Ma LRM 47 45 0 17 May 2024
Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study Farnaz Khun Jush Steffen Vogler Tuan Truong Matthias Lenga 42 2 0 15 May 2024
VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis Zhihan Ju Wanting Zhou MedIm 38 4 0 09 May 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 34 5 0 24 Apr 2024
AI Competitions and Benchmarks: Dataset Development Romain Egele Julio C. S. Jacques Junior Jan N. van Rijn Isabelle M Guyon Xavier Baró Albert Clapés Prasanna Balaprakash Sergio Escalera T. Moeslund Jun Wan 42 0 0 15 Apr 2024
Global Contrastive Training for Multimodal Electronic Health Records with Language Supervision Yingbo Ma Suraj Kolla Zhenhong Hu Dhruv Kaliraman Victoria Nolan ... Jeremy A. Balch Tyler J. Loftus Parisa Rashidi A. Bihorac B. Shickel AI4TS 33 1 0 10 Apr 2024
From Barlow Twins to Triplet Training: Differentiating Dementia with Limited Data Yitong Li Tom Nuno Wolf Sebastian Polsterl Igor Yakushev Dennis M. Hedderich Christian Wachinger 45 1 0 09 Apr 2024
SYNCS: Synthetic Data and Contrastive Self-Supervised Training for Central Sulcus Segmentation Vladyslav Zalevskyi Kristoffer Hougaard Madsen 26 0 0 22 Mar 2024
MLVICX: Multi-Level Variance-Covariance Exploration for Chest X-ray Self-Supervised Representation Learning Azad Singh Vandan Gorade Deepak Mishra SSL 32 2 0 18 Mar 2024
Counterfactual contrastive learning: robust representations via causal image synthesis Mélanie Roschewitz Fabio De Sousa Ribeiro Tian Xia G. Khara Ben Glocker OOD 53 3 0 14 Mar 2024
Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation Juan Manuel Zambrano Chaves Shih-Cheng Huang Yanbo Xu Hanwen Xu Naoto Usuyama ... Akshay S. Chaudhari Serena Yeung-Levy Curtis P. Langlotz Sheng Wang Hoifung Poon VLM LM&MA 70 10 0 12 Mar 2024