Title
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 30 5 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 64 7 0 08 Jan 2024
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 40 5 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 41 3 0 26 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 40 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 38 8 0 18 Dec 2023
Learning Anatomically Consistent Embedding for Chest Radiography Ziyu Zhou Haozhe Luo Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang SSL 17 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 30 11 0 30 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 46 1 0 24 Nov 2023
A Systematic Review of Deep Learning-based Research on Radiology Report Generation Chang Liu Yuanhe Tian Yan Song MedIm 34 15 0 23 Nov 2023
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging Research Bardia Khosravi Frank Li Theo Dapamede Pouria Rouzrokh Cooper Gamble ... C. Wyles Andrew B. Sellergren S. Purkayastha Bradley J. Erickson J. Gichoya MedIm 36 17 0 15 Nov 2023
Are Natural Domain Foundation Models Useful for Medical Image Classification? Joana Palés Huix Adithya Raju Ganeshan Johan Fredin Haslum Magnus P Soderberg Christos Matsoukas Kevin Smith OOD MedIm VLM 24 30 0 30 Oct 2023
Exploring the Boundaries of GPT-4 in Radiology Qianchu Liu Stephanie L. Hyland Shruthi Bannur Kenza Bouzid Daniel Coelho De Castro ... Anja Thieme A. Nori M. Lungren Ozan Oktay Javier Alvarez-Valle LM&MA AI4CE 42 36 0 23 Oct 2023
Foundation Ark: Accruing and Reusing Knowledge for Superior and Robust Performance Dongao Ma Jiaxuan Pang Michael B. Gotway Jianming Liang MedIm OOD 30 8 0 14 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 28 0 0 10 Oct 2023
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 41 20 0 09 Oct 2023
FairVision: Equitable Deep Learning for Eye Disease Screening via Fair Identity Scaling Yan Luo Muhammad Osama Khan Yu Tian Minfei Shi Zehao Dou T. Elze Yi Fang Mengyu Wang 14 7 0 03 Oct 2023
Adaptive Input-image Normalization for Solving the Mode Collapse Problem in GAN-based X-ray Images Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly MedIm GAN 34 1 0 21 Sep 2023
Towards Reliable Dermatology Evaluation Benchmarks Fabian Gröger Simone Lionetti Philippe Gottfrois Alvaro Gonzalez-Jimenez Matthew Groh Roxana Daneshjou Labelling Consortium Alexander A. Navarini Marc Pouly 33 5 0 13 Sep 2023
UniBrain: Universal Brain MRI Diagnosis with Hierarchical Knowledge-enhanced Pre-training Jiayu Lei Lisong Dai Haoyun Jiang Chaoyi Wu Xiaoman Zhang ... Weidi Xie Yanyong Zhang Yuehua Li Ya Zhang Yanfeng Wang 27 10 0 13 Sep 2023
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays Aroof Aimen Arsh Verma Makarand Tapaswi N. C. Krishnan 35 0 0 08 Sep 2023
Improving Image Classification of Knee Radiographs: An Automated Image Labeling Approach Jikai Zhang Carlos Santos Christine Park Maciej Mazurowski R. Colglazier 26 2 0 06 Sep 2023
Augmenting Chest X-ray Datasets with Non-Expert Annotations Veronika Cheplygina Trine Eriksen Dovile Juodelyte V. Cheplygina Amelia Jiménez-Sánchez 39 3 0 05 Sep 2023
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models K. Poudel Manish Dhakal Prasiddha Bhandari Rabin Adhikari Safal Thapaliya Bishesh Khanal VLM 30 17 0 15 Aug 2023
Ground Truth Or Dare: Factors Affecting The Creation Of Medical Datasets For Training AI H. D. Zając Natalia-Rozalia Avlona T. O. Andersen F. Kensing Irina Shklovski 27 17 0 12 Aug 2023
No Fair Lunch: A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging Charles Jones Daniel Coelho De Castro Fabio De Sousa Ribeiro Ozan Oktay Melissa McCradden Ben Glocker FaML CML 49 9 0 31 Jul 2023
Class-Specific Distribution Alignment for Semi-Supervised Medical Image Classification Zhongzheng Huang Jiawei Wu Tao Wang Zuoyong Li Anastasia Ioannou OOD 59 5 0 29 Jul 2023
PRIOR: Prototype Representation Joint Learning from Medical Images and Reports Pujin Cheng Li Lin Junyan Lyu Yijin Huang Wenhan Luo Xiaoying Tang MedIm 37 45 0 24 Jul 2023
Knowledge Boosting: Rethinking Medical Contrastive Vision-Language Pre-Training Xiaofei Chen Yuting He Cheng Xue Rongjun Ge Shuo Li Guanyu Yang VLM MedIm 29 13 0 14 Jul 2023
CheXmask: a large-scale dataset of anatomical segmentation masks for multi-center chest x-ray images Nicolás Gaggion Candelaria Mosquera Lucas Mansilla Julia Mariel Saidman M. Aineseder Diego H. Milone Enzo Ferrante 18 19 0 06 Jul 2023
Multi-Similarity Contrastive Learning Emily Mu John Guttag Maggie Makar SSL 32 2 0 06 Jul 2023
An empirical study of using radiology reports and images to improve ICU mortality prediction Ming-Yen Lin Song Wang Ying Ding Lihui Zhao Fei Wang Yifan Peng 33 10 0 20 Jun 2023
Utilizing Longitudinal Chest X-Rays and Reports to Pre-Fill Radiology Reports Qingqing Zhu T. Mathai P. Mukherjee Yifan Peng Ronald M. Summers Zhiyong Lu 24 17 0 14 Jun 2023
WindowNet: Learnable Windows for Chest X-ray Classification Alessandro Wollek Sardi Hyska B. Sabel Michael Ingrisch Tobias Lasser 21 2 0 09 Jun 2023
shs-nlp at RadSum23: Domain-Adaptive Pre-training of Instruction-tuned LLMs for Radiology Report Impression Generation Sanjeev Kumar Karn Rikhiya Ghosh P. Kusuma Oladimeji Farri LM&MA MedIm AI4CE 33 12 0 05 Jun 2023
RadLing: Towards Efficient Radiology Report Understanding Rikhiya Ghosh Sanjeev Kumar Karn Manuela Danu Larisa Micu Ramya Vunikili Oladimeji Farri MedIm 29 6 0 04 Jun 2023
Deep Reinforcement Learning Framework for Thoracic Diseases Classification via Prior Knowledge Guidance Weizhi Nie Chen Zhang Dan Song Lina Zhao Yunpeng Bai Keliang Xie Anan Liu 33 0 0 02 Jun 2023
Instrumental Variable Learning for Chest X-ray Classification Weizhi Nie Chen Zhang Dan Song Yunpeng Bai Keliang Xie Anan Liu CML 32 5 0 20 May 2023
"Nothing Abnormal": Disambiguating Medical Reports via Contrastive Knowledge Infusion Zexue He An Yan Amilcare Gentili Julian McAuley Chun-Nan Hsu MedIm 32 2 0 15 May 2023
Provable Multi-instance Deep AUC Maximization with Stochastic Pooling Dixian Zhu Bokun Wang Zhi Chen Yaxing Wang Milan Sonka Xiaodong Wu Tianbao Yang 24 3 0 14 May 2023
How to Train Your CheXDragon: Training Chest X-Ray Models for Transfer to Novel Tasks and Healthcare Systems Cara Van Uden Jeremy Irvin Mars Huang N. Dean J. Carr A. Ng C. Langlotz OOD 32 1 0 13 May 2023
Explainable Knowledge Distillation for On-device Chest X-Ray Classification C. Termritthikun Ayaz Umer Suwichaya Suwanwimolkul Feng Xia Ivan Lee 29 13 0 10 May 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 40 14 0 26 Apr 2023
Token Imbalance Adaptation for Radiology Report Generation Yuexin Wu I. Huang Xiaolei Huang MedIm 29 7 0 18 Apr 2023
An Iterative Optimizing Framework for Radiology Report Summarization with ChatGPT Chong Ma Zihao Wu Jiaqi Wang Shaochen Xu Yaonai Wei ... Tuo Zhang Dajiang Zhu Dinggang Shen Tianming Liu Xiang Li MedIm LM&MA 47 97 0 17 Apr 2023
Vision-Language Modelling For Radiological Imaging and Reports In The Low Data Regime Rhydian Windsor A. Jamaludin T. Kadir Andrew Zisserman VLM 27 11 0 30 Mar 2023
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Kilian Batzner Lars Heckler Rebecca König 43 130 0 25 Mar 2023
Local Contrastive Learning for Medical Image Recognition S. A. Rizvi Ruixiang Tang X. Jiang X. Ma X. Hu 33 6 0 24 Mar 2023
Medical diffusion on a budget: textual inversion for medical image generation B. D. Wilde A. Saha R. T. Broek Henkjan Huisman DiffM MedIm 42 15 0 23 Mar 2023
Deployment of Image Analysis Algorithms under Prevalence Shifts Patrick Godau P. Kalinowski E. Christodoulou Annika Reinke M. Tizabi Luciana Ferrer Paul Jäger Lena Maier-Hein 42 9 0 22 Mar 2023