Evaluating the Robustness of Self-Supervised Learning in Medical Imaging

14 May 2021

Papers citing "Evaluating the Robustness of Self-Supervised Learning in Medical Imaging"

7 / 7 papers shown

Title
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang Euijoon Ahn Da-wei Feng Jinman Kim MedIm 37 27 0 10 Feb 2023
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning Yixiong Chen Chunhui Zhang C. Ding Li Liu 39 14 0 08 Dec 2022
Frequency Dropout: Feature-Level Regularization via Randomized Filtering Mobarakol Islam Ben Glocker OOD 48 6 0 20 Sep 2022
Focused Decoding Enables 3D Anatomical Detection by Transformers Bastian Wittmann Fernando Navarro Suprosanna Shit Bjoern H. Menze ViT MedIm 24 8 0 21 Jul 2022
Time-based Self-supervised Learning for Wireless Capsule Endoscopy Guillem Pascual Pablo Laiz A. García Hagen Wenzek Jordi Vitrià Santi Seguí 24 11 0 20 Apr 2022
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach Kirill Sirotkin Marcos Escudero-Viñolo Pablo Carballeira Juan C. Sanmiguel SSL 34 6 0 22 Dec 2021
On the Robustness of Pretraining and Self-Supervision for a Deep Learning-based Analysis of Diabetic Retinopathy Vignesh Srinivasan Nils Strodthoff Jackie Ma Alexander Binder Klaus-Robert Muller Wojciech Samek OOD 20 6 0 25 Jun 2021