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Shilin Ma

2 accepted papers

2026

VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution

ICLR 2026poster

Recent advancements in visual autoregressive models (VAR) have demonstrated their effectiveness in image generation, highlighting their potential for real-world image super-resolution (Real-ISR). However, adapting VAR for ISR presents critical challenges. The next-scale prediction mechanism, constra…

Cited by 0SourcecodeScholar
2025

FADE: Frequency-Aware Diffusion Model Factorization for Video Editing

CVPR 2025poster

Recent advancements in diffusion frameworks have significantly enhanced video editing, achieving high fidelity and strong alignment with textual prompts. However, conventional approaches using image diffusion models fall short in handling video dynamics, particularly for challenging temporal edits l…