Hui Lin — Papers on Cortexa

arxivcs.CV2026-07-23

Flash EQ-Linear: Accelerating Equivariant Linear Layers via Group-wise Discrete Fourier Transform

Zhongchen Zhao, Jixin Wang, Qi Xie, Hui Lin, Lei Zhang, Deyu Meng, et al.

Equivariant networks embed geometric symmetries as structural priors through weight sharing, achieving remarkable parameter efficiency across vision tasks. However, this parameter efficiency does not translate into compute efficiency: existing implementations unroll the structure…

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crossrefRemote Sensing2025-11-26Cited by 2

Individual Tree-Level Biomass Mapping in Chinese Coniferous Plantation Forests Using Multimodal UAV Remote Sensing Approach Integrating Deep Learning and Machine Learning

Yiru Wang, Zhaohua Liu, Jiping Li, Hui Lin, Jiangping Long, Guangyi Mu, et al.

Accurate estimation of individual tree aboveground biomass (AGB) is essential for understanding forest carbon dynamics, optimizing resource management, and addressing climate change. Conventional methods rely on destructive sampling, whereas unmanned aerial vehicle (UAV) remote s…

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