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Less Could Be Better: Parameter-efficient Fine-tuning Advances Medical Vision Foundation Models Chenyu Lian Hong-Yu Zhou Yizhou Yu Liansheng Wang MedIm 97 10 0 22 Jan 2024
CheXagent: Towards a Foundation Model for Chest X-Ray Interpretation Zhihong Chen Maya Varma Jean-Benoit Delbrouck Magdalini Paschali Louis Blankemeier ... Cameron Olsen Tanishq Mathew Abraham S. Gatidis Akshay S. Chaudhari Curtis P. Langlotz MedIm LM&MA 61 38 0 22 Jan 2024
Generative AI-Driven Human Digital Twin in IoT-Healthcare: A Comprehensive Survey Jiayuan Chen You Shi Changyan Yi Hongyang Du Jiawen Kang Dusit Niyato 69 29 0 22 Jan 2024
CheX-GPT: Harnessing Large Language Models for Enhanced Chest X-ray Report Labeling Jawook Gu Hankyu Cho Jiho Kim Kihyun You Eun K. Hong Byungseok Roh 89 6 0 21 Jan 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 90 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 144 1 0 19 Jan 2024
Exploring scalable medical image encoders beyond text supervision Fernando Pérez-García Harshita Sharma Sam Bond-Taylor Kenza Bouzid Valentina Salvatelli ... Maria T. A. Wetscherek Noel C. F. Codella Stephanie L. Hyland Javier Alvarez-Valle Ozan Oktay LM&MA MedIm 139 9 0 19 Jan 2024
The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images Nicholas Konz Maciej A. Mazurowski 76 7 0 16 Jan 2024
Faster ISNet for Background Bias Mitigation on Deep Neural Networks P. R. Bassi S. Decherchi Andrea Cavalli 108 0 0 16 Jan 2024
How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets? Bidur Khanal Binod Bhattarai Bishesh Khanal Cristian A. Linte NoLa 50 1 0 15 Jan 2024
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 94 7 0 09 Jan 2024
Effects of Multimodal Explanations for Autonomous Driving on Driving Performance, Cognitive Load, Expertise, Confidence, and Trust Robert Kaufman Jean Costa Everlyne Kimani 97 8 0 08 Jan 2024
Nodule detection and generation on chest X-rays: NODE21 Challenge Ecem Sogancioglu Bram van Ginneken F. Behrendt M. Bengs Alexander Schlaefer ... N. Hendrix Colin Jacobs Ward Hendrix Clara I. Sánchez K. Murphy 66 9 0 04 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 113 25 0 04 Jan 2024
VALD-MD: Visual Attribution via Latent Diffusion for Medical Diagnostics Ammar A. Siddiqui Santosh Tirunagari Tehseen Zia David Windridge MedIm 89 1 0 02 Jan 2024
Backdoor Attack on Unpaired Medical Image-Text Foundation Models: A Pilot Study on MedCLIP Ruinan Jin Chun-Yin Huang Chenyu You Xiaoxiao Li AAML MedIm 60 2 0 01 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 116 11 0 28 Dec 2023
Large-scale Long-tailed Disease Diagnosis on Radiology Images Qiaoyu Zheng Weike Zhao Chaoyi Wu Xiaoman Zhang Lisong Dai Hengyu Guan Yuehua Li Ya Zhang Yanfeng Wang Weidi Xie LM&MA MedIm 125 10 0 26 Dec 2023
Medical Report Generation based on Segment-Enhanced Contrastive Representation Learning Ruoqing Zhao Xi Wang Hongliang Dai Pan Gao Piji Li MedIm 65 3 0 26 Dec 2023
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation Nina Weng Paraskevas Pegios Eike Petersen Aasa Feragen Siavash Bigdeli MedIm CML 55 13 0 21 Dec 2023
RadEdit: stress-testing biomedical vision models via diffusion image editing Fernando Pérez-García Sam Bond-Taylor Pedro P. Sanchez B. V. Breugel Daniel Coelho De Castro ... M. Lungren A. Nori Javier Alvarez-Valle Ozan Oktay Maximilian Ilse MedIm 127 11 0 20 Dec 2023
ECAMP: Entity-centered Context-aware Medical Vision Language Pre-training Rongsheng Wang Qingsong Yao Zihang Jiang Zhiyang He Xiaodong Tao Zihang Jiang S.Kevin Zhou MedIm VLM 110 6 0 20 Dec 2023
UniDCP: Unifying Multiple Medical Vision-language Tasks via Dynamic Cross-modal Learnable Prompts Chenlu Zhan Yufei Zhang Yu Lin Gaoang Wang Hongwei Wang VLM MedIm 87 5 0 18 Dec 2023
UniChest: Conquer-and-Divide Pre-training for Multi-Source Chest X-Ray Classification Tianjie Dai Ruipeng Zhang Feng Hong Jiangchao Yao Ya Zhang Yanfeng Wang 114 13 0 18 Dec 2023
Fusing Conditional Submodular GAN and Programmatic Weak Supervision Kumar Shubham Pranav Sastry AP Prathosh 79 2 0 16 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 156 43 0 12 Dec 2023
Building Universal Foundation Models for Medical Image Analysis with Spatially Adaptive Networks Lingxiao Luo Xuanzhong Chen Bingda Tang Xinsheng Chen Rong Han Chengpeng Hu Yujiang Li Ting Chen MedIm 72 2 0 12 Dec 2023
The Limits of Fair Medical Imaging AI In The Wild Yuzhe Yang Haoran Zhang Judy W. Gichoya Dina Katabi Marzyeh Ghassemi 77 6 0 11 Dec 2023
Medical Vision Language Pretraining: A survey Prashant Shrestha Sanskar Amgain Bidur Khanal Cristian A. Linte Binod Bhattarai VLM 94 17 0 11 Dec 2023
FM-G-CAM: A Holistic Approach for Explainable AI in Computer Vision Ravidu Suien Rammuni Silva Jordan J. Bird FAtt 53 1 0 10 Dec 2023
Visual Grounding of Whole Radiology Reports for 3D CT Images Akimichi Ichinose Taro Hatsutani Keigo Nakamura Yoshiro Kitamura S. Iizuka E. Simo-Serra Shoji Kido Noriyuki Tomiyama 82 9 0 08 Dec 2023
How Low Can You Go? Surfacing Prototypical In-Distribution Samples for Unsupervised Anomaly Detection Felix Meissen Johannes Getzner Alexander Ziller Georgios Kaissis Daniel Rueckert OODD AI4TS 63 0 0 06 Dec 2023
Towards General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks Mohammed Baharoon Waseem Qureshi J. Ouyang Yanwu Xu Abdulrhman Aljouie Wei Peng MedIm AI4CE 95 7 0 04 Dec 2023
G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training Che Liu Ouyang Cheng Sibo Cheng Anand Shah Wenjia Bai Rossella Arcucci VLM MedIm 100 10 0 03 Dec 2023
An Empirical Study of Automated Mislabel Detection in Real World Vision Datasets Maya Srikanth Jeremy Irvin Brian Wesley Hill Felipe Godoy Ishan Sabane Andrew Y. Ng 98 2 0 02 Dec 2023
Learning Anatomically Consistent Embedding for Chest Radiography Ziyu Zhou Haozhe Luo Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang SSL 79 5 0 01 Dec 2023
Consensus, dissensus and synergy between clinicians and specialist foundation models in radiology report generation Ryutaro Tanno D. G. Barrett Andrew Sellergren Sumedh Ghaisas Sumanth Dathathri ... S. Shetty Pushmeet Kohli Po-Sen Huang Alan Karthikesalingam Ira Ktena MedIm 55 12 0 30 Nov 2023
RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance Chantal Pellegrini Ege Özsoy Benjamin Busam Nassir Navab Matthias Keicher MedIm LM&MA 160 27 0 30 Nov 2023
Pragmatic Radiology Report Generation Dang Nguyen Chacha Chen He He Chenhao Tan LM&MA MedIm 69 8 0 28 Nov 2023
Rescuing referral failures during automated diagnosis of domain-shifted medical images Anuj Srivastava Karm Patel Pradeep Shenoy D. Sridharan OOD 63 0 0 28 Nov 2023
Unified Medical Image Pre-training in Language-Guided Common Semantic Space Xiaoxuan He Yifan Yang Xinyang Jiang Xufang Luo Haoji Hu Siyun Zhao Dongsheng Li Yuqing Yang Lili Qiu 76 2 0 24 Nov 2023
A Systematic Review of Deep Learning-based Research on Radiology Report Generation Chang Liu Yuanhe Tian Yan Song MedIm 115 16 0 23 Nov 2023
MAIRA-1: A specialised large multimodal model for radiology report generation Stephanie L. Hyland Shruthi Bannur Kenza Bouzid Daniel Coelho De Castro M. Ranjit ... Noel C. F. Codella M. Lungren Maria T. A. Wetscherek Ozan Oktay Javier Alvarez-Valle 111 49 0 22 Nov 2023
Cascade Learning Localises Discriminant Features in Visual Scene Classification Junwen Wang K. Farrahi 35 0 0 21 Nov 2023
Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors C. A. M. Heming Mohamed Abdalla Shahram Mohanna Monish Ahluwalia Linglin Zhang ... MinJae Woo Benjamin A. Fine J. Gichoya Leo Anthony Celi Laleh Seyyed-Kalantari CML 75 2 0 21 Nov 2023
Radiology Report Generation Using Transformers Conditioned with Non-imaging Data Nurbanu Aksoy Nishant Ravikumar Alejandro F Frangi ViT MedIm 23 11 0 18 Nov 2023
Beyond Images: An Integrative Multi-modal Approach to Chest X-Ray Report Generation Nurbanu Aksoy Serge Sharoff Selçuk Başer Nishant Ravikumar Alejandro F Frangi MedIm 59 5 0 18 Nov 2023
INSPECT: A Multimodal Dataset for Pulmonary Embolism Diagnosis and Prognosis Shih-Cheng Huang Zepeng Huo E. Steinberg Chia-Chun Chiang M. Lungren Curtis P. Langlotz Serena Yeung Nigam H. Shah Jason Alan Fries LM&MA 58 13 0 17 Nov 2023
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model Raphael Schäfer Till Nicke Henning Höfener Annkristin Lange Dorit Merhof Friedrich Feuerhake Volkmar Schulz Johannes Lotz Fabian Kiessling VLM 49 23 0 16 Nov 2023
Weakly Supervised Anomaly Detection for Chest X-Ray Image Haoqi Ni Ximiao Zhang Min Xu Ning Lang Xiuzhuang Zhou 64 0 0 16 Nov 2023