Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking

no code implementations • 24 Sep 2022 • Shuiying Xiang, Tao Zhang, Shuqing Jiang, Yanan Han, YaHui Zhang, Chenyang Du, Xingxing Guo, Licun Yu, Yuechun Shi, Yue Hao

To our best knowledge, the performance of the Spiking SiamFC++ outperforms the existing state-of-the-art approaches in SNN-based object tracking, which provides a novel path for SNN application in the field of target tracking.

Object Object Tracking

Adversarial attacks on an optical neural network

no code implementations • 29 Apr 2022 • Shuming Jiao, Ziwei Song, Shuiying Xiang

The results indicate that adversarial attack is also a significant issue for optical machine learning systems.

Adversarial Attack BIG-bench Machine Learning

Intelligent Crack Detection and Quantification in the Concrete Bridge: A Deep Learning-Assisted Image Processing Approach

no code implementations • journal 2022 • Licun Yu, Shuanhai He, Xiaosong Liu, Shuqing Jiang, Shuiying Xiang

We proposed a modified concrete bridge crack detector based on a deep learning-assisted image processing approach.

Data Augmentation

All-optical neuromorphic binary convolution with a spiking VCSEL neuron for image gradient magnitudes

no code implementations • 9 Nov 2020 • YaHui Zhang, Joshua Robertson, Shuiying Xiang, MatĚJ Hejda, JuliÁn Bueno, Antonio Hurtado

All-optical binary convolution with a photonic spiking vertical-cavity surface-emitting laser (VCSEL) neuron is proposed and demonstrated experimentally for the first time.