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Author

Meng-Han Zhou

2 papers indexed here

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Sep 2026

Decomposed Structural Pattern Banks for Efficient Screen Content Image Super-Resolution

With the development of electronic devices and contemporary coworking offices, remote offices such as online conferences and cloud desktops have become increasingly widespread. In remote offices, super-resolution is vital to break the limitation of restricted bandwidth for exhibiting screen content images (SCIs) in hig...

Jing-Yi Zhang, Meng-Han Zhou, Hao-Nan Jiang et al. · 0 citations
Preprint Sep 2026

DC-SAE: Deep Compression Semantic Autoencoder for Faster Diffusion Convergence

High-compression tokenizers are essential for scaling latent image generative models. However, aggressive compression creates a fundamental tradeoff between reconstruction fidelity and generation efficiency: high compression image encoder always increases the learning difficulty of diffusion training, resulting in slow...

Xue-Zheng Huang, Ye Huang, Zi-Jun Liao et al. · 0 citations

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