LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation

Piyush Tiwary; Kinjawl Bhattacharyya; Prathosh AP

2025 ICML ICML 2025

LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Healthcare & Medicine

Authors

Piyush Tiwary, Kinjawl Bhattacharyya, Prathosh AP

Topics

Machine Learning > Application Areas > Domain Adaptation Deep Learning > Models > Generative Models Healthcare & Medicine > Clinical > Medical Imaging

Keywords

langevin dynamics medical image segmentation rademacher complexity intrinsic dimensionality contrastive divergence energy-based model

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