Search Results for author: Xiaopeng Lin

Found 5 papers, 1 papers with code

CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks

no code implementations7 Feb 2024 Yulong Huang, Xiaopeng Lin, Hongwei Ren, Yue Zhou, Zunchang Liu, Haotian Fu, Biao Pan, Bojun Cheng

We link the degraded accuracy to the vanishing of gradient on the temporal dimension through the analytical and experimental study of the training process of Leaky Integrate-and-Fire (LIF) Neuron-based SNNs.

SpikePoint: An Efficient Point-based Spiking Neural Network for Event Cameras Action Recognition

no code implementations11 Oct 2023 Hongwei Ren, Yue Zhou, Yulong Huang, Haotian Fu, Xiaopeng Lin, Jie Song, Bojun Cheng

Moreover, it also achieves SOTA performance across all methods on three datasets, utilizing approximately 0. 3\% of the parameters and 0. 5\% of power consumption employed by artificial neural networks (ANNs).

Action Recognition

Underwater Image Enhancement via Learning Water Type Desensitized Representations

1 code implementation1 Feb 2021 Zhenqi Fu, Xiaopeng Lin, Wu Wang, Yue Huang, Xinghao Ding

Specifically, we apply whitening to de-correlate activations across spatial dimensions for each instance in a mini-batch.

Image Enhancement Vocal Bursts Type Prediction

Global Optimization of Gaussian processes

no code implementations21 May 2020 Artur M. Schweidtmann, Dominik Bongartz, Daniel Grothe, Tim Kerkenhoff, Xiaopeng Lin, Jaromil Najman, Alexander Mitsos

Often, Gaussian processes are trained on datasets and are subsequently embedded as surrogate models in optimization problems.

Bayesian Optimization Gaussian Processes

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