12 citations · 22 across the 2 of their papers we have counts for
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cs.CV2023
Penalty Gradient Normalization for Generative Adversarial Networks
Tian Xia
In this paper, we propose a novel normalization method called penalty gradient normalization (PGN) to tackle the training instability of Generative Adversarial Networks (GANs) caus…
cs.CV2019★ 12 cited
Adversarial Pseudo Healthy Synthesis Needs Pathology Factorization
Tian Xia, Agisilaos Chartsias, Sotirios A. Tsaftaris
Pseudo healthy synthesis, i.e. the creation of a subject-specific `healthy' image from a pathological one, could be helpful in tasks such as anomaly detection, understanding change…