Title
CLEFT: Language-Image Contrastive Learning with Efficient Large Language Model and Prompt Fine-Tuning Yuexi Du Brian Chang Nicha Dvornek MedIm VLM 79 3 0 30 Jul 2024
MMCLIP: Cross-modal Attention Masked Modelling for Medical Language-Image Pre-Training Biao Wu Yutong Xie Zeyu Zhang Minh Hieu Phan Qi Chen Ling-Hao Chen Qi Wu LM&MA 99 0 0 28 Jul 2024
Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging Sarah Muller Louisa Fay Lisa M. Koch S. Gatidis Thomas Kustner Philipp Berens CML OOD 67 0 0 26 Jul 2024
Masks and Manuscripts: Advancing Medical Pre-training with End-to-End Masking and Narrative Structuring Shreyank N. Gowda David A. Clifton MedIm 68 1 0 23 Jul 2024
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation Liwen Sun James Zhao Megan Han Chenyan Xiong MedIm 131 12 0 21 Jul 2024
GPT-4V Cannot Generate Radiology Reports Yet Yuyang Jiang Chacha Chen Dang Nguyen Benjamin M. Mervak Chenhao Tan LM&MA 69 3 0 16 Jul 2024
DiNO-Diffusion. Scaling Medical Diffusion via Self-Supervised Pre-Training Guillermo Jiménez-Pérez Pedro Osório Josef Cersovsky Javier Montalt-Tordera Jens Hooge Steffen Vogler Sadegh Mohammadi MedIm 94 2 0 16 Jul 2024
Model Inversion Attacks Through Target-Specific Conditional Diffusion Models Ouxiang Li Yanbin Hao Zhicai Wang Bin Zhu Shuo Wang Zaixi Zhang Fuli Feng DiffM 55 3 0 16 Jul 2024
FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Kumail Alhamoud Yasir Ghunaim Motasem Alfarra Thomas Hartvigsen Philip Torr Guohao Li Adel Bibi Marzyeh Ghassemi OOD 83 2 0 11 Jul 2024
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 118 11 0 11 Jul 2024
CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities Pranav Poudel Prashant Shrestha Sanskar Amgain Yash Raj Shrestha P. Gyawali Binod Bhattarai 76 1 0 11 Jul 2024
DALL-M: Context-Aware Clinical Data Augmentation with LLMs Chihcheng Hsieh Catarina Moreira Isabel Blanco Nobre Sandra Costa Sousa Chun Ouyang M. Brereton Joaquim A. Jorge Jacinto C. Nascimento 113 0 0 11 Jul 2024
Machine Unlearning for Medical Imaging Reza Nasirigerdeh Nader Razmi Julia A. Schnabel Daniel Rueckert Georgios Kaissis OOD MU 66 2 0 10 Jul 2024
Active Label Refinement for Robust Training of Imbalanced Medical Image Classification Tasks in the Presence of High Label Noise Bidur Khanal Tianhong Dai Binod Bhattarai Cristian A. Linte NoLa 80 2 0 08 Jul 2024
Evaluating the Fairness of Neural Collapse in Medical Image Classification Kaouther Mouheb Marawan Elbatel Stefan Klein Esther E. Bron 127 0 0 08 Jul 2024
Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning Saeed Shurrab Alejandro Guerra-Manzanares Farah E. Shamout 89 1 0 05 Jul 2024
MiniGPT-Med: Large Language Model as a General Interface for Radiology Diagnosis Asma Alkhaldi Raneem Alnajim Layan Alabdullatef Rawan Alyahya Jun Chen Deyao Zhu Ahmed Z. Alsinan Mohamed Elhoseiny LM&MA MedIm 116 25 0 04 Jul 2024
MedRAT: Unpaired Medical Report Generation via Auxiliary Tasks Elad Hirsch Gefen Dawidowicz A. Tal MedIm 69 2 0 04 Jul 2024
MedVH: Towards Systematic Evaluation of Hallucination for Large Vision Language Models in the Medical Context Zishan Gu Changchang Yin Fenglin Liu Ping Zhang VLM 69 5 0 03 Jul 2024
Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models Xu Han Linghao Jin Xuezhe Ma Xiaofeng Liu AAML 92 3 0 02 Jul 2024
D-Rax: Domain-specific Radiologic assistant leveraging multi-modal data and eXpert model predictions Hareem Nisar Syed Muhammad Anwar Zhifan Jiang Abhijeet Parida Ramon Sanchez-Jacob Vishwesh Nath Holger R. Roth M. Linguraru LM&MA 92 5 0 02 Jul 2024
Towards a Holistic Framework for Multimodal Large Language Models in Three-dimensional Brain CT Report Generation Cheng-Yi Li Kao-Jung Chang Cheng-Fu Yang Hsin-Yu Wu Wenting Chen ... Yu-Chun Chen Shih-Pin Chen J. Lirng Kai-Wei Chang Shih-Hwa Chiou LM&MA MedIm 63 7 0 02 Jul 2024
Extracting and Encoding: Leveraging Large Language Models and Medical Knowledge to Enhance Radiological Text Representation Pablo Messina René Vidal Denis Parra Álvaro Soto Vladimir Araujo MedIm 113 4 0 02 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 109 17 0 01 Jul 2024
Chest-Diffusion: A Light-Weight Text-to-Image Model for Report-to-CXR Generation Peng Huang Xue Gao Lihong Huang Jing Jiao Xiaokang Li Yuanyuan Wang Yi Guo MedIm DiffM 61 11 0 30 Jun 2024
Explaining Chest X-ray Pathology Models using Textual Concepts Vijay Sadashivaiah Mannudeep K. Kalra Pingkun Yan James A. Hendler 68 0 0 30 Jun 2024
X-ray Made Simple: Lay Radiology Report Generation and Robust Evaluation Kun Zhao Chenghao Xiao Chen Tang Bohao Yang Kai Ye Noura Al Moubayed Liang Zhan Chenghua Lin 86 0 0 25 Jun 2024
Regulating AI Adaptation: An Analysis of AI Medical Device Updates Kevin Wu Eric Wu Kit Rodolfa Daniel E. Ho James Zou OOD 96 2 0 22 Jun 2024
Harnessing Knowledge Retrieval with Large Language Models for Clinical Report Error Correction Jinge Wu Zhaolong Wu Abul Hasan Yunsoo Kim Jason PY Cheung Teng Zhang Honghan Wu 3DV 60 0 0 21 Jun 2024
Improving Expert Radiology Report Summarization by Prompting Large Language Models with a Layperson Summary Xingmeng Zhao Tongnian Wang Anthony Rios LM&MA 117 2 0 20 Jun 2024
Infusing clinical knowledge into tokenisers for language models Abul Hasan Jinge Wu Quang Ngoc Nguyen Salomé Andres Imane Guellil Huayu Zhang Arlene Casey Beatrice Alex Bruce Guthrie Honghan Wu 79 2 0 20 Jun 2024
A Data-Driven Guided Decoding Mechanism for Diagnostic Captioning Panagiotis Kaliosis John Pavlopoulos Foivos Charalampakos Georgios Moschovis Ion Androutsopoulos MedIm 59 2 0 20 Jun 2024
Empowering Tuberculosis Screening with Explainable Self-Supervised Deep Neural Networks Neel Patel Alexander Wong Ashkan Ebadi 40 1 0 19 Jun 2024
Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis using Slice Discovery Methods Vincent Olesen Nina Weng Aasa Feragen Eike Petersen 87 2 0 17 Jun 2024
FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction Muhao Xu Zhenfeng Zhu Youru Li Shuai Zheng Yawei Zhao Kunlun He Yao Zhao 77 1 0 17 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 140 42 0 16 Jun 2024
Comparison of fine-tuning strategies for transfer learning in medical image classification Ana Davila Jacinto Colan Yasuhisa Hasegawa 80 23 0 14 Jun 2024
Explainable AI improves task performance in human-AI collaboration J. Senoner Simon Schallmoser Bernhard Kratzwald Stefan Feuerriegel Torbjørn H. Netland 97 15 0 12 Jun 2024
A Dual-View Approach to Classifying Radiology Reports by Co-Training Yutong Han Yan Yuan Lili Mou 59 0 0 10 Jun 2024
Attri-Net: A Globally and Locally Inherently Interpretable Model for Multi-Label Classification Using Class-Specific Counterfactuals Susu Sun S. Woerner Andreas Maier Lisa M. Koch Christian F. Baumgartner FAtt 72 1 0 08 Jun 2024
MAIRA-2: Grounded Radiology Report Generation Shruthi Bannur Kenza Bouzid Daniel Coelho De Castro Anton Schwaighofer Sam Bond-Taylor ... Anja Thieme M. Lungren Maria T. A. Wetscherek Javier Alvarez-Valle Stephanie L. Hyland 77 44 0 06 Jun 2024
Shadow and Light: Digitally Reconstructed Radiographs for Disease Classification Benjamin Hou Qingqing Zhu T. Mathai Qiao Jin Zhiyong Lu Ronald M. Summers 53 2 0 06 Jun 2024
DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery Yuning Zhou H. Badgery Matthew Read James Bailey Catherine E. Davey 63 2 0 03 Jun 2024
Knowledge-grounded Adaptation Strategy for Vision-language Models: Building Unique Case-set for Screening Mammograms for Residents Training Aisha Urooj Khan John W. Garrett Tyler Bradshaw Lonie R. Salkowski Jiwoong Jeong Amara Tariq Imon Banerjee VLM 78 2 0 30 May 2024
CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image Formats Pierre J. Chambon Jean-Benoit Delbrouck Thomas Sounack Shih-Cheng Huang Zhihong Chen Maya Varma Steven QH Truong Chu The Chuong Curtis P. Langlotz LM&MA 102 16 0 29 May 2024
Understanding Inter-Concept Relationships in Concept-Based Models Naveen Raman M. Zarlenga M. Jamnik 87 5 0 28 May 2024
"It depends": Configuring AI to Improve Clinical Usefulness Across Contexts H. D. Zając Jorge Miguel Neves Ribeiro Silvia Ingala Simona Gentile Ruth Wanjohi S. N. Gitau J.F. Carlsen M. Nielsen T. O. Andersen 67 5 0 27 May 2024
Theoretical Analysis of Weak-to-Strong Generalization Hunter Lang David Sontag Aravindan Vijayaraghavan 116 27 0 25 May 2024
A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis Yue Yang Mona Gandhi Yufei Wang Yifan Wu Michael S. Yao Christopher Callison-Burch James C. Gee Mark Yatskar 127 4 0 23 May 2024
Multi-modality Regional Alignment Network for Covid X-Ray Survival Prediction and Report Generation Zhusi Zhong Jie Li J. Sollee Scott Collins Harrison X. Bai Paul J Zhang Terrance Healey Michael Atalay Xinbo Gao Zhicheng Jiao 61 1 0 23 May 2024