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Author

Jingwei Xin

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Jul 2026

Efficient Difficulty-Aware Dynamic Routing for Diffusion-Based Real-World Image Super-Resolution

A Difficulty-aware Dynamic Routing (DDR) strategy that overcomes the rigid, one-size-fits-all processing paradigm for Real-ISR approaches, and builds a set of Real-ISR networks with varying model capacities by modulating the spatial downsampling ratio of the VAE in the SD backbone.

Xue Wu, Kang Zhao, Ka-Feng Wang et al. · 0 citations
2026

DiEL: Disentangled Evolutionary Learning for Identity-Preserving Face Enhancement and Recognition

The purpose of face enhancement tasks is to improve the recognition of faces, thus adapting to diverse visualization and recognition demands. However, the performance of the majority methods is drastically degraded under extreme conditions, including large pose variations, low resolution, blur, occlusion, and illuminat...

Jing-Wei Xin, Tian Yang, Jun Hao et al. · 0 citations

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