most citedPSViT: Better Vision Transformer via Token Pooling and Attention Sharing

20 citations · 46 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2022

1st Place Solutions for the UVO Challenge 2022

Jiajun Zhang, Boyu Chen, Zhilong Ji +2

This paper describes the approach we have taken in the challenge. We still adopted the two-stage scheme same as the last champion, that is, detection first and segmentation followe…

cs.CV2022★ 10 cited

Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking

Boyu Chen, Peixia Li, Lei Bai +6

Exploiting a general-purpose neural architecture to replace hand-wired designs or inductive biases has recently drawn extensive interest. However, existing tracking approaches rely…

cs.CV2021★ 3 cited

GLiT: Neural Architecture Search for Global and Local Image Transformer

Boyu Chen, Peixia Li, Chuming Li +6

We introduce the first Neural Architecture Search (NAS) method to find a better transformer architecture for image recognition. Recently, transformers without CNN-based backbones a…

cs.CV2021★ 1 cited

BN-NAS: Neural Architecture Search with Batch Normalization

Boyu Chen, Peixia Li, Baopu Li +5

We present BN-NAS, neural architecture search with Batch Normalization (BN-NAS), to accelerate neural architecture search (NAS). BN-NAS can significantly reduce the time required b…

cs.CV2021★ 20 cited

PSViT: Better Vision Transformer via Token Pooling and Attention Sharing

Boyu Chen, Peixia Li, Baopu Li +6

In this paper, we observe two levels of redundancies when applying vision transformers (ViT) for image recognition. First, fixing the number of tokens through the whole network pro…

cs.CV2021★ 12 cited

Gaze Estimation with an Ensemble of Four Architectures

Xin Cai, Boyu Chen, Jiabei Zeng +7

This paper presents a method for gaze estimation according to face images. We train several gaze estimators adopting four different network architectures, including an architecture…