Title
A Review of Uncertainty Estimation and its Application in Medical Imaging K. Zou Zhihao Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu UQCV 127 92 0 16 Feb 2023
Evaluating Trade-offs in Computer Vision Between Attribute Privacy, Fairness and Utility William Paul P. Mathew F. Alajaji Philippe Burlina 33 2 0 15 Feb 2023
ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models Sheng Wang Zihao Zhao Xi Ouyang Qian Wang Dinggang Shen LM&MA MedIm 79 144 0 14 Feb 2023
A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000 Sontje Ihler Felix Kuhnke Svenja Spindeldreier 32 1 0 13 Feb 2023
Explainable Anomaly Detection in Images and Videos: A Survey Yizhou Wang Dongliang Guo Sheng Li Octavia Camps Yun Fu 118 6 0 13 Feb 2023
PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees Chulin Xie De-An Huang Wen-Hsuan Chu Daguang Xu Chaowei Xiao Yue Liu Anima Anandkumar FedML 98 12 0 13 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang Euijoon Ahn Da-wei Feng Jinman Kim MedIm 130 29 0 10 Feb 2023
Learning to Select Pivotal Samples for Meta Re-weighting Yinjun Wu Adam Stein Jacob R. Gardner Mayur Naik 61 0 0 09 Feb 2023
Learning disentangled representations for explainable chest X-ray classification using Dirichlet VAEs Rachael Harkness Alejandro F Frangi K. Zucker Nishant Ravikumar CML CoGe 28 4 0 06 Feb 2023
GAT: Guided Adversarial Training with Pareto-optimal Auxiliary Tasks Salah Ghamizi Jingfeng Zhang Maxime Cordy Mike Papadakis Masashi Sugiyama Yves Le Traon AAML 74 3 0 06 Feb 2023
CMLCompiler: A Unified Compiler for Classical Machine Learning Xu Wen Wanling Gao An-Dong Li Lei Wang Zihan Jiang Jianfeng Zhan 36 0 0 31 Jan 2023
Advancing Radiograph Representation Learning with Masked Record Modeling Hong-Yu Zhou Chenyu Lian Lian-cheng Wang Yizhou Yu MedIm 108 59 0 30 Jan 2023
Exploring Image Augmentations for Siamese Representation Learning with Chest X-Rays Rogier van der Sluijs Nandita Bhaskhar D. Rubin C. Langlotz Akshay S. Chaudhari SSL 48 14 0 30 Jan 2023
Cross Modal Global Local Representation Learning from Radiology Reports and X-Ray Chest Images Nathan Hadjiyski Ali Vosoughi A. Wismueller 27 5 0 26 Jan 2023
Pneumonia Detection in Chest X-Ray Images : Handling Class Imbalance Wardah Ali Eesha Qureshi Omama Ahmed Farooqi Rizwan Ahmed Khan 100 5 0 20 Jan 2023
Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing Shruthi Bannur Stephanie L. Hyland Qianchu Liu Fernando Pérez-García Maximilian Ilse ... Maria T. A. Wetscherek M. Lungren A. Nori Javier Alvarez-Valle Ozan Oktay 87 127 0 11 Jan 2023
GraVIS: Grouping Augmented Views from Independent Sources for Dermatology Analysis Hong-Yu Zhou Chi-Ken Lu Liansheng Wang Yizhou Yu OOD 39 0 0 11 Jan 2023
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review Reza Azad Amirhossein Kazerouni Moein Heidari Ehsan Khodapanah Aghdam Amir Molaei Yiwei Jia Abin Jose Rijo Roy Dorit Merhof MedIm ViT 114 187 0 09 Jan 2023
MOTOR: A Time-To-Event Foundation Model For Structured Medical Records E. Steinberg Jason Alan Fries Yizhe Xu N. Shah OOD AI4TS 157 19 0 09 Jan 2023
MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie LM&MA VLM 114 120 0 05 Jan 2023
On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations Wenlong Deng Yuan Zhong Qianming Dou Xiaoxiao Li FaML 92 18 0 04 Jan 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 85 53 0 02 Jan 2023
Introduction to Machine Learning for Physicians: A Survival Guide for Data Deluge Ricards Marcinkevics Ece Ozkan Julia E. Vogt OOD LM&MA FedML 56 2 0 23 Dec 2022
On Evaluating Adversarial Robustness of Chest X-ray Classification: Pitfalls and Best Practices Salah Ghamizi Maxime Cordy Michail Papadakis Yves Le Traon OOD 47 3 0 15 Dec 2022
Diffusion Probabilistic Models beat GANs on Medical Images Gustav Muller-Franzes J. Niehues Firas Khader Soroosh Tayebi Arasteh Christoph Haarburger ... Tian Wang T. Han S. Nebelung Jakob Nikolas Kather Daniel Truhn DiffM MedIm 65 102 0 14 Dec 2022
Interactive Concept Bottleneck Models Kushal Chauhan Rishabh Tiwari Jan Freyberg Pradeep Shenoy Krishnamurthy Dvijotham 91 57 0 14 Dec 2022
Significantly Improving Zero-Shot X-ray Pathology Classification via Fine-tuning Pre-trained Image-Text Encoders Jongseong Jang Daeun Kyung Seunghyeon Kim Honglak Lee Kyunghoon Bae Edward Choi LM&MA MedIm 70 11 0 14 Dec 2022
TIER: Text-Image Entropy Regularization for CLIP-style models Anil Palepu Andrew L. Beam MedIm 114 6 0 13 Dec 2022
Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining Florian Tramèr Gautam Kamath Nicholas Carlini SILM 129 72 0 13 Dec 2022
A Trustworthy Framework for Medical Image Analysis with Deep Learning Kai Ma Siyuan He Pengcheng Xi Ashkan Ebadi Stéphane Tremblay Alexander Wong MedIm 58 1 0 06 Dec 2022
Vertical Federated Learning: A Structured Literature Review Afsana Khan M. T. Thij A. Wilbik FedML 112 10 0 01 Dec 2022
Beyond Invariance: Test-Time Label-Shift Adaptation for Distributions with "Spurious" Correlations Qingyao Sun Kevin Murphy S. Ebrahimi Alexander DÁmour OOD VLM 60 8 0 28 Nov 2022
Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers Wanqian Yang Polina Kirichenko Micah Goldblum A. Wilson DRL 78 12 0 28 Nov 2022
Multi-Label Chest X-Ray Classification via Deep Learning A. Pillai OOD 38 20 0 27 Nov 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 77 12 0 27 Nov 2022
Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels Soroosh Tayebi Arasteh P. Isfort Marwin Saehn Gustav Mueller-Franzes Firas Khader Jakob Nikolas Kather Christiane Kuhl S. Nebelung Daniel Truhn FedML 102 18 0 24 Nov 2022
On the Importance of Image Encoding in Automated Chest X-Ray Report Generation Otabek Nazarov Mohammad Yaqub Karthik Nandakumar MedIm 54 3 0 24 Nov 2022
Private Multi-Winner Voting for Machine Learning Adam Dziedzic Christopher A. Choquette-Choo Natalie Dullerud Vinith Suriyakumar Ali Shahin Shamsabadi Muhammad Ahmad Kaleem S. Jha Nicolas Papernot Xiao Wang 99 1 0 23 Nov 2022
Can we Adopt Self-supervised Pretraining for Chest X-Rays? Arsh Verma Makarand Tapaswi SSL 49 3 0 23 Nov 2022
Vertical Federated Learning: Concepts, Advances and Challenges Yang Liu Yan Kang Tianyuan Zou Yanhong Pu Yuanqin He Xiaozhou Ye Ye Ouyang Yaqin Zhang Qian Yang FedML 187 176 0 23 Nov 2022
RoentGen: Vision-Language Foundation Model for Chest X-ray Generation Pierre J. Chambon Christian Blüthgen Jean-Benoit Delbrouck Rogier van der Sluijs M. Polacin Juan Manuel Zambrano Chaves Tanishq Mathew Abraham Shivanshu Purohit C. Langlotz Akshay S. Chaudhari LM&MA DiffM MedIm 92 102 0 23 Nov 2022
Multimorbidity Content-Based Medical Image Retrieval Using Proxies Yu Xing Benjamin J. Meyer Mehrtash Harandi Tom Drummond Z. Ge 45 0 0 22 Nov 2022
Algorithmic Decision-Making Safeguarded by Human Knowledge Ningyuan Chen Mingya Hu Wenhao Li 59 5 0 20 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey Amirhossein Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz Ilker Hacihaliloglu Dorit Merhof DiffM MedIm 135 396 0 14 Nov 2022
Adaptive Federated Minimax Optimization with Lower Complexities Feihu Huang Xinrui Wang Junyi Li Songcan Chen FedML 107 5 0 14 Nov 2022
The Role of Local Alignment and Uniformity in Image-Text Contrastive Learning on Medical Images Philip Muller Georgios Kaissis Daniel Rueckert MedIm 118 8 0 14 Nov 2022
Early Diagnosis of Chronic Obstructive Pulmonary Disease from Chest X-Rays using Transfer Learning and Fusion Strategies Ryan Wang Li-Ching Chen L. Moukheiber Mira Moukheiber Dana Moukheiber ... Hari M. Trivedi R. Steinberg Po-Chih Kuo J. Gichoya Leo Anthony Celi 26 1 0 13 Nov 2022
DeltaNet:Conditional Medical Report Generation for COVID-19 Diagnosis Xian Wu Shuxin Yang Zhaopeng Qiu Shen Ge Yangtian Yan Xingwang Wu Yefeng Zheng S. Kevin Zhou Li Xiao MedIm 81 21 0 12 Nov 2022
From Competition to Collaboration: Making Toy Datasets on Kaggle Clinically Useful for Chest X-Ray Diagnosis Using Federated Learning Pranav Kulkarni Adway U. Kanhere Paul H. Yi V. Parekh FedML 31 2 0 11 Nov 2022
Detecting Shortcuts in Medical Images -- A Case Study in Chest X-rays Amelia Jiménez-Sánchez Dovile Juodelye B. Chamberlain Veronika Cheplygina 70 15 0 08 Nov 2022