Title
CLIP-KOA: Enhancing Knee Osteoarthritis Diagnosis with Multi-Modal Learning and Symmetry-Aware Loss Functions Yejin Jeong Donghun Lee 63 0 0 28 Apr 2025
SCAM: A Real-World Typographic Robustness Evaluation for Multimodal Foundation Models Justus Westerhoff Erblina Purellku Jakob Hackstein Jonas Loos Leo Pinetzki Lorenz Hufe AAML 28 0 0 07 Apr 2025
Advancing Medical Representation Learning Through High-Quality Data Negin Baghbanzadeh Adibvafa Fallahpour Yasaman Parhizkar Franklin Ogidi Shuvendu Roy ... Vahid Reza Khazaie Michael Colacci Ali Etemad Arash Afkanpour Elham Dolatabadi LM&MA 83 0 0 18 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Y. Li Linghe Kong Weiran Huang CLL VLM 156 0 0 12 Mar 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 102 18 0 17 Jan 2025
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments Mingjian Li Mingyuan Meng Shuchang Ye David Dagan Feng Lei Bi Jinman Kim 82 0 0 18 Dec 2024
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections Mohamed Fazli Mohamed Imam Rufael Fedaku Marew Jameel Hassan M. Fiaz Alham Fikri Aji Hisham Cholakkal VLM 177 0 0 28 Nov 2024
BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models Taha Koleilat Hojat Asgariandehkordi H. Rivaz Yiming Xiao VLM 110 0 0 21 Nov 2024
GlocalCLIP: Object-agnostic Global-Local Prompt Learning for Zero-shot Anomaly Detection Jiyul Ham Yonggon Jung Jun-Geol Baek VLM 35 1 0 09 Nov 2024
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography Yuexi Du John Onofrey Nicha Dvornek VLM 47 1 0 26 Sep 2024
Benchmarking Vision-Language Contrastive Methods for Medical Representation Learning Shuvendu Roy Yasaman Parhizkar Franklin Ogidi Vahid Reza Khazaie Michael Colacci Ali Etemad Elham Dolatabadi Arash Afkanpour VLM 44 1 0 11 Jun 2024
Developing Generalist Foundation Models from a Multimodal Dataset for 3D Computed Tomography Ibrahim Ethem Hamamci Sezgin Er Furkan Almas Ayse Gulnihan Simsek S. Esirgun ... Berkan Lafci Christian Bluethgen Kayhan Batmanghelich Mehmet Kemal Ozdemir Bjoern Menze MedIm 41 27 0 26 Mar 2024
Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement Cheng Li Weijian Huang Hao Yang Jiarun Liu Shanshan Wang MedIm 30 4 0 21 Jan 2024
Enhancing medical vision-language contrastive learning via inter-matching relation modelling Mingjian Li Mingyuan Meng M. Fulham David Dagan Feng Lei Bi Jinman Kim VLM 40 1 0 19 Jan 2024
Medical Vision Language Pretraining: A survey Prashant Shrestha Sanskar Amgain Bidur Khanal Cristian A. Linte Binod Bhattarai VLM 32 14 0 11 Dec 2023
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 95 59 0 28 Oct 2023
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images Seongsu Bae Daeun Kyung Jaehee Ryu Eunbyeol Cho Gyubok Lee ... Jungwoo Oh Lei Ji E. Chang Tackeun Kim Edward Choi 34 20 0 28 Oct 2023
One-shot Localization and Segmentation of Medical Images with Foundation Models Deepa Anand Gurunath Reddy Vanika Singhal D. Shanbhag KS Shriram ... Dawei Gui R. Mullick Avinash Gopal Parminder Bhatia Taha A. Kass-Hout MedIm 37 13 0 28 Oct 2023
Quilt-1M: One Million Image-Text Pairs for Histopathology Wisdom O. Ikezogwo M. S. Seyfioglu Fatemeh Ghezloo Dylan Stefan Chan Geva Fatwir Sheikh Mohammed Pavan Kumar Anand Ranjay Krishna Linda G. Shapiro CLIP VLM 136 112 0 20 Jun 2023
Towards Medical Artificial General Intelligence via Knowledge-Enhanced Multimodal Pretraining Bingqian Lin Zicong Chen Mingjie Li Haokun Lin Hang Xu ... Ling-Hao Chen Xiaojun Chang Yi Yang L. Xing Xiaodan Liang LM&MA MedIm AI4CE 38 14 0 26 Apr 2023
Align, Reason and Learn: Enhancing Medical Vision-and-Language Pre-training with Knowledge Zhihong Chen Guanbin Li Xiang Wan 119 65 0 15 Sep 2022
Towards Counterfactual Image Manipulation via CLIP Yingchen Yu Fangneng Zhan Rongliang Wu Jiahui Zhang Shijian Lu Miaomiao Cui Xuansong Xie Xiansheng Hua C. Miao CLIP 52 30 0 06 Jul 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,237 0 21 Mar 2022
Attri-VAE: attribute-based interpretable representations of medical images with variational autoencoders Irem Cetin Maialen Stephens Oscar Camara M. A. G. Ballester DRL 32 39 0 20 Mar 2022
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 132 81 0 06 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 325 2,263 0 02 Sep 2021
Internet-Augmented Dialogue Generation M. Komeili Kurt Shuster Jason Weston RALM 233 280 0 15 Jul 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 311 5,773 0 29 Apr 2021
Rethinking Annotation Granularity for Overcoming Shortcuts in Deep Learning-based Radiograph Diagnosis: A Multicenter Study Luyang Luo Hao Chen Yongjie Xiao Yanning Zhou Xi Wang ... Zaiyi Liu X. B. Fang E. Tsougenis Huangjing Lin Pheng-Ann Heng 37 6 0 21 Apr 2021
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation Yasuhide Miura Yuhao Zhang Emily Bao Tsai C. Langlotz Dan Jurafsky MedIm 149 156 0 20 Oct 2020
Evolving Multi-label Classification Rules by Exploiting High-order Label Correlation Shabnam Nazmi Xuyang Yan A. Homaifar E. Doucette 23 20 0 22 Jul 2020
FocalMix: Semi-Supervised Learning for 3D Medical Image Detection Dong Wang Yuan Zhang Kexin Zhang Liwei Wang 79 119 0 20 Mar 2020
Conditional Convolutions for Instance Segmentation Zhi Tian Chunhua Shen Hao Chen ISeg 176 597 0 12 Mar 2020
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data Quande Liu Qi Dou Lequan Yu Pheng Ann Heng OOD 66 274 0 09 Feb 2020
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation Jiwoon Ahn Suha Kwak 232 740 0 28 Mar 2018
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 291 75,800 0 18 May 2015