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On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable?

21 May 2025

Papers citing "On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable?"

22 / 22 papers shown

Title
Noise is an Efficient Learner for Zero-Shot Vision-Language Models Raza Imam Asif Hanif Jian Zhang Khaled Waleed Dawoud Yova Kementchedjhieva Mohammad Yaqub VLM 116 1 0 09 Feb 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 282 27 0 17 Jan 2025
Benchmarking Robustness of Contrastive Learning Models for Medical Image-Report Retrieval Demetrio Deanda Yuktha Priya Masupalli Jeong Yang Young Lee Zechun Cao G. Liang VLM 61 1 0 17 Jan 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 240 235 0 10 Jan 2025
UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities Muhammad Uzair Khattak Shahina Kunhimon Muzammal Naseer Salman Khan Fahad Shahbaz Khan VLM CLIP LM&MA MedIm 121 8 0 13 Dec 2024
A Survey of Medical Vision-and-Language Applications and Their Techniques Qi Chen Ruoshan Zhao Sinuo Wang Vu Minh Hieu Phan Anton Van Den Hengel ... Minh-Son To Yong-quan Xia Jian Chen Yutong Xie Qi Wu LM&MA 97 4 0 19 Nov 2024
BAPLe: Backdoor Attacks on Medical Foundational Models using Prompt Learning Asif Hanif Fahad Shamshad Muhammad Awais Muzammal Naseer Fahad Shahbaz Khan Karthik Nandakumar Salman Khan Rao Muhammad Anwer MedIm AAML 116 4 0 14 Aug 2024
Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models Raza Imam Hanan Gani Muhammad Huzaifa Karthik Nandakumar VLM 76 4 0 22 Jul 2024
MedMNIST-C: Comprehensive benchmark and improved classifier robustness by simulating realistic image corruptions Francesco Di Salvo Sebastian Doerrich Christian Ledig OOD 88 5 0 25 Jun 2024
On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models H. Malik Numan Saeed Asif Hanif Muzammal Naseer Mohammad Yaqub Salman Khan Fahad Shahbaz Khan 101 1 0 12 Jun 2024
ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset Johannes Ruckert Louise Bloch Raphael Brüngel Ahmad Idrissi-Yaghir Henning Schafer ... A. G. S. D. Herrera Henning Müller Peter A. Horn F. Nensa Christoph M. Friedrich 84 33 0 16 May 2024
A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset (MedIMeta) S. Woerner Arthur Jaques Christian F. Baumgartner VLM 71 4 0 24 Apr 2024
Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation Asif Hanif Muzammal Naseer Salman Khan M. Shah Fahad Shahbaz Khan AAML OOD 70 5 0 14 Jul 2023
PMC-CLIP: Contrastive Language-Image Pre-training using Biomedical Documents Weixiong Lin Ziheng Zhao Xiaoman Zhang Chaoyi Wu Ya Zhang Yanfeng Wang Weidi Xie LM&MA VLM MedIm 73 159 0 13 Mar 2023
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images Nasir Hayat Krzysztof J. Geras Farah E. Shamout MedIm 80 44 0 14 Jul 2022
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 627 10,625 0 17 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.1K 30,032 0 26 Feb 2021
DCT-Mask: Discrete Cosine Transform Mask Representation for Instance Segmentation Xing Shen Jirui Yang Chunbo Wei Bing Deng Jianqiang Huang Xiansheng Hua Xiaoliang Cheng K. Liang ISeg 61 65 0 19 Nov 2020
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 200 3,461 0 28 Mar 2019
MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs Alistair E. W. Johnson Tom Pollard Nathaniel R. Greenbaum M. Lungren Chih-ying Deng Yifan Peng Zhiyong Lu R. Mark Seth Berkowitz Steven Horng MedIm 125 822 0 21 Jan 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 215 2,613 0 21 Jan 2019
Pre and Post-hoc Diagnosis and Interpretation of Malignancy from Breast DCE-MRI Gabriel Maicas A. Bradley Jacinto C. Nascimento Ian Reid G. Carneiro 82 28 0 25 Sep 2018