ConPro: Learning Severity Representation for Medical Images using
Contrastive Learning and Preference Optimization

ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization

29 April 2024

Melinda Y. Chang

Shrikanth Narayanan

Michael Pazzani

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Papers citing "ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization"

14 / 14 papers shown

Title
The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images Nicholas Konz Maciej A. Mazurowski 62 7 0 16 Jan 2024
Explainable Severity ranking via pairwise n-hidden comparison: a case study of glaucoma Hong Nguyen Cuong V. Nguyen Shrikanth Narayanan B. Y. Xu Michael Pazzani 54 1 0 05 Dec 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,163 0 29 May 2023
Contrastive Corpus Attribution for Explaining Representations Christy Lin Hugh Chen Chanwoo Kim Su-In Lee SSL 48 8 0 30 Sep 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 111 61 0 19 May 2022
VinDr-Mammo: A large-scale benchmark dataset for computer-aided diagnosis in full-field digital mammography H. T. Nguyen H. Q. Nguyen H. Pham K. Lam L. Le M. Dao V. Vu 63 104 0 20 Mar 2022
A Novel Transparency Strategy-based Data Augmentation Approach for BI-RADS Classification of Mammograms Sam B. Tran Huyen T. X. Nguyen Chi Phan Hieu H. Pham H. Nguyen 29 4 0 20 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 888 13,207 0 04 Mar 2022
Consistent Explanations by Contrastive Learning Vipin Pillai Soroush Abbasi Koohpayegani Ashley Ouligian Dennis Fong Hamed Pirsiavash FAtt 61 21 0 01 Oct 2021
Detection and severity classification of COVID-19 in CT images using deep learning Yazan Qiblawey Anas Tahir M. Chowdhury Amith Khandakar S. Kiranyaz Tawsifur Rahman Nabil Ibtehaz S. Mahmud Somaya Al-Madeed F. Musharavati 48 111 0 15 Feb 2021
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 118 1,337 0 20 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 180 4,580 0 23 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 390 18,897 0 13 Feb 2020
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 352 2,672 0 20 Aug 2018