ContIG: Self-supervised Multimodal Contrastive Learning for Medical
Imaging with Genetics

ContIG: Self-supervised Multimodal Contrastive Learning for Medical Imaging with Genetics

26 November 2021

Matthias Kirchler

Papers citing "ContIG: Self-supervised Multimodal Contrastive Learning for Medical Imaging with Genetics"

9 / 9 papers shown

Title
Code and Pixels: Multi-Modal Contrastive Pre-training for Enhanced Tabular Data Analysis Kankana Roy Lars Krämer Sebastian Domaschke Malik Haris Roland Aydin Fabian Isensee Martin Held 48 0 0 13 Jan 2025
Enhancing Multimodal Medical Image Classification using Cross-Graph Modal Contrastive Learning Jun-En Ding Chien-Chin Hsu Feng Liu Shuqiang Wang Feng Liu 59 0 0 23 Oct 2024
Robust image representations with counterfactual contrastive learning Mélanie Roschewitz Fabio De Sousa Ribeiro Tian Xia G. Khara Ben Glocker OOD MedIm 49 2 0 16 Sep 2024
Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data Paul Hager M. Menten Daniel Rueckert 29 47 0 24 Mar 2023
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning Fuying Wang Yuyin Zhou Shujun Wang V. Vardhanabhuti Lequan Yu 31 137 0 12 Oct 2022
Metadata-enhanced contrastive learning from retinal optical coherence tomography images R. Holland Oliver Leingang Hrvoje Bogunović Sophie Riedl L. Fritsche ... U. Schmidt-Erfurth S. Sivaprasad A. Lotery Daniel Rueckert M. Menten 23 9 0 04 Aug 2022
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 191 454 0 29 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 270 3,375 0 09 Mar 2020
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 278 31,267 0 16 Jan 2013