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cs.CV2025
Model Agnostic Preference Optimization for Medical Image Segmentation
Yunseong Nam, Jiwon Jang, Dongkyu Won +2
Preference optimization offers a scalable supervision paradigm based on relative preference signals, yet prior attempts in medical image segmentation remain model-specific and rely…
cs.CV2021
Content Preserving Image Translation with Texture Co-occurrence and Spatial Self-Similarity for Texture Debiasing and Domain Adaptation
Myeongkyun Kang, Dongkyu Won, Miguel Luna +4
Models trained on datasets with texture bias usually perform poorly on out-of-distribution samples since biased representations are embedded into the model. Recently, various image…