Dendritic Learning-incorporated Vision Transformer for Image Recognition

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.

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zhangzm0128/DVT

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Image Classification

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CIFAR-10

CIFAR-100

SVHN

Tiny ImageNet

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Absolute Position Encodings • Adam • BPE • Dense Connections • Dropout • Label Smoothing • Layer Normalization • Linear Layer • Multi-Head Attention • Position-Wise Feed-Forward Layer • Residual Connection • Scaled Dot-Product Attention • Softmax • Transformer • Vision Transformer

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Dendritic Learning-incorporated Vision Transformer for Image Recognition

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