Complex-Valued Convolutional Gated Recurrent Neural Network for Ultrasound Beamforming

1 code implementation • IEEE Transactions on Neural Networks and Learning Systems 2024 • Zhiming Zhang, Zhenyu Lei, Mengchu Zhou, Hideyuki Hasegawa, Shangce Gao

The complex-valued network operations proposed in this study improve the beamforming accuracy of complex-valued ultrasound signals over traditional real-valued methods.

Dendritic Learning-incorporated Vision Transformer for Image Recognition

1 code implementation • IEEE/CAA Journal of Automatica Sinica 2024 • Zhiming Zhang, Zhenyu Lei, Masaaki Omura, Hideyuki Hasegawa, Shangce Gao

DVT is a groundbreaking Biomimetic Vision Transformer that combines dendritic learning and Vision Transformer architecture, showcasing superior image recognition performance through biologically inspired structures.

Image Classification