activity
20212023
most citedCouplformer:Rethinking Vision Transformer with Coupling Attention Map

2 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

cond-mat.mtrl-sci2023★ 2 cited

Simplicial Message Passing for Chemical Property Prediction

Hai Lan, Xian Wei

Recently, message-passing Neural networks (MPNN) provide a promising tool for dealing with molecular graphs and have achieved remarkable success in facilitating the discovery and m…

cs.CV2023

DuEqNet: Dual-Equivariance Network in Outdoor 3D Object Detection for Autonomous Driving

Xihao Wang, Jiaming Lei, Hai Lan +2

Outdoor 3D object detection has played an essential role in the environment perception of autonomous driving. In complicated traffic situations, precise object recognition provides…

cs.CV2022

Synthesizer Based Efficient Self-Attention for Vision Tasks

Guangyang Zhu, Jianfeng Zhang, Yuanzhi Feng +1

Self-attention module shows outstanding competence in capturing long-range relationships while enhancing performance on vision tasks, such as image classification and image caption…

cs.CV2021★ 1 cited

Learning Robust and Lightweight Model through Separable Structured Transformations

Xian Wei, Yanhui Huang, Yangyu Xu +5

With the proliferation of mobile devices and the Internet of Things, deep learning models are increasingly deployed on devices with limited computing resources and memory, and are…

cs.CV2021

ViR:the Vision Reservoir

Xian Wei, Bin Wang, Mingsong Chen +7

The most recent year has witnessed the success of applying the Vision Transformer (ViT) for image classification. However, there are still evidences indicating that ViT often suffe…

cs.CV2021★ 2 cited

Couplformer:Rethinking Vision Transformer with Coupling Attention Map

Hai Lan, Xihao Wang, Xian Wei

With the development of the self-attention mechanism, the Transformer model has demonstrated its outstanding performance in the computer vision domain. However, the massive computa…