Content Preserving Image Translation with Texture Co-occurrence and Spatial Self-Similarity for Texture Debiasing and Domain Adaptation

no code implementations • 15 Oct 2021 • Myeongkyun Kang, Dongkyu Won, Miguel Luna, Philip Chikontwe, Kyung Soo Hong, June Hong Ahn, Sang Hyun Park

Models trained on datasets with texture bias usually perform poorly on out-of-distribution samples since biased representations are embedded into the model.

Domain Adaptation Translation

Self-Supervised Learning based CT Denoising using Pseudo-CT Image Pairs

no code implementations • 6 Apr 2021 • Dongkyu Won, Euijin Jung, Sion An, Philip Chikontwe, Sang Hyun Park

The proposed ensemble noise model can generate realistic CT noise, and thus our method significantly improves the denoising performance existing denoising models trained by supervised- and self-supervised learning.

Image Denoising Self-Supervised Learning