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Xinning Chai

2 accepted papers

2026

IQ-LUT: INTERPOLATED AND QUANTIZED LUT FOR EFFICIENT IMAGE SUPER-RESOLUTION

ICASSP 2026poster

Lookup table (LUT) methods demonstrate considerable potential in accelerating image super-resolution inference. However, pursuing higher image quality through larger receptive fields and bit-depth triggers exponential growth in the LUT's index space, creating a storage bottleneck that limits deploym…

Cited by 0SourcePDFScholar
2024

Hdrtvformer: Efficient Sdrtv-to-Hdrtv via Affine Transformation and Spatial-Aware Transformer

ICASSP 2024accepted

Recent works on reconstructing HDR videos in display format (HDRTV) suffer from high computational and memory requirements because they learn the SDRTV-to-HDRTV mapping directly in 4K resolution. This paper proposes an efficient SDRTV-to-HDRTV model (HDRTVFormer) that decomposes the HDRTV restoratio…

Cited by 0SourceScholar