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cs.CV2026
ACPO: Anchor-Constrained Perceptual Optimization for Diffusion Models with No-Reference Quality Guidance
Yang Yang, Feifan Meng, Han Fang +1
Diffusion models have achieved remarkable success in image generation, yet their training is predominantly driven by full-reference objectives that enforce pixel-wise similarity to…
cs.CV2026
SKeDA: A Generative Watermarking Framework for Text-to-video Diffusion Models
Yang Yang, Xinze Zou, Zehua Ma +2
The rise of text-to-video generation models has raised growing concerns over content authenticity, copyright protection, and malicious misuse. Watermarking serves as an effective m…
cs.CV2024
FAMSeC: A Few-shot-sample-based General AI-generated Image Detection Method
Juncong Xu, Yang Yang, Han Fang +2
The explosive growth of generative AI has saturated the internet with AI-generated images, raising security concerns and increasing the need for reliable detection methods. The pri…