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Huanan LI

2 accepted papers

2025

An Efficient Hybrid Vision Transformer for TinyML Applications

ICCV 2025poster

To enable the deployment of Vision Transformers on resource-constrained mobile and edge devices, the development of efficient ViT models has attracted significant attention. Researchers achieved remarkable improvements in accuracy and speed by optimizing attention mechanisms and integrating lightwei…

2024

TinyLUT: Tiny Look-Up Table for Efficient Image Restoration at the Edge

NeurIPS 2024poster

Look-up tables(LUTs)-based methods have recently shown enormous potential in image restoration tasks, which are capable of significantly accelerating the inference. However, the size of LUT exhibits exponential growth with the convolution kernel size, creating a storage bottleneck for its broader ap…