Search Results for author: Lichuan Xiang

Found 2 papers, 1 papers with code

Temporal Kernel Consistency for Blind Video Super-Resolution

no code implementations18 Aug 2021 Lichuan Xiang, Royson Lee, Mohamed S. Abdelfattah, Nicholas D. Lane, Hongkai Wen

Deep learning-based blind super-resolution (SR) methods have recently achieved unprecedented performance in upscaling frames with unknown degradation.

Blind Super-Resolution Video Super-Resolution

Zero-Cost Operation Scoring in Differentiable Architecture Search

1 code implementation12 Jun 2021 Lichuan Xiang, Łukasz Dudziak, Mohamed S. Abdelfattah, Thomas Chau, Nicholas D. Lane, Hongkai Wen

From this perspective, we introduce a novel \textit{perturbation-based zero-cost operation scoring} (Zero-Cost-PT) approach, which utilizes zero-cost proxies that were recently studied in multi-trial NAS but degrade significantly on larger search spaces, typical for differentiable NAS.

Neural Architecture Search

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