Author

Si-Yu Peng

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Open access Aug 2026

Diffusion model-based image restoration: interactive learning of determinism and stochasticity

A novel diffusion framework that employs interactive modeling of determinism and stochasticity inherent in multiple image degradation processes, enabling it to handle diverse IR scenarios and demonstrating excellent generality and adaptability.

Sha Luo, Si-Yu Peng, Da-Wei Zhao et al. · The Visual Computer · 0 citations

Conference Open access Sep 2026

Breaking the Trade-off: Orthogonal Semantic Decoupling for Generalizable and Fair Deepfake Detection

Orthogonal Semantic Decoupling is proposed, a framework that decouples demographic semantics from forgery cues and out-performs state-of-the-art methods in both generalization and fairness, breaking the trade-off.

Zhong-Yu Shi, Si-Yu Peng, Yi-Min Kang et al. · Proceedings of the Thirty-Fi... · 0 citations