no code implementations • ICCV 2023 • Peixia Li, Pulak Purkait, Thalaiyasingam Ajanthan, Majid Abdolshah, Ravi Garg, Hisham Husain, Chenchen Xu, Stephen Gould, Wanli Ouyang, Anton Van Den Hengel
Each learning group consists of a teacher network, a student network and a novel filter module.
1 code implementation • CVPR 2022 • Qiuhong Shen, Lei Qiao, Jinyang Guo, Peixia Li, Xin Li, Bo Li, Weitao Feng, Weihao Gan, Wei Wu, Wanli Ouyang
As unlimited self-supervision signals can be obtained by tracking a video along a cycle in time, we investigate evolving a Siamese tracker by tracking videos forward-backward.
1 code implementation • 10 Mar 2022 • BoYu Chen, Peixia Li, Lei Bai, Lei Qiao, Qiuhong Shen, Bo Li, Weihao Gan, Wei Wu, Wanli Ouyang
Exploiting a general-purpose neural architecture to replace hand-wired designs or inductive biases has recently drawn extensive interest.
1 code implementation • ICCV 2021 • BoYu Chen, Peixia Li, Baopu Li, Chen Lin, Chuming Li, Ming Sun, Junjie Yan, Wanli Ouyang
We present BN-NAS, neural architecture search with Batch Normalization (BN-NAS), to accelerate neural architecture search (NAS).
no code implementations • 7 Aug 2021 • BoYu Chen, Peixia Li, Baopu Li, Chuming Li, Lei Bai, Chen Lin, Ming Sun, Junjie Yan, Wanli Ouyang
Then, a compact set of the possible combinations for different token pooling and attention sharing mechanisms are constructed.
2 code implementations • ICCV 2021 • BoYu Chen, Peixia Li, Chuming Li, Baopu Li, Lei Bai, Chen Lin, Ming Sun, Junjie Yan, Wanli Ouyang
We introduce the first Neural Architecture Search (NAS) method to find a better transformer architecture for image recognition.
Ranked #502 on Image Classification on ImageNet
no code implementations • 18 Mar 2021 • Jinghao Zhou, Bo Li, Peng Wang, Peixia Li, Weihao Gan, Wei Wu, Junjie Yan, Wanli Ouyang
Visual Object Tracking (VOT) can be seen as an extended task of Few-Shot Learning (FSL).
2 code implementations • ICCV 2019 • Peixia Li, Bo-Yu Chen, Wanli Ouyang, Dong Wang, Xiaoyun Yang, Huchuan Lu
In this work, we propose a novel gradient-guided network to exploit the discriminative information in gradients and update the template in the siamese network through feed-forward and backward operations.
Ranked #3 on Visual Object Tracking on OTB-2015 (Precision metric)
no code implementations • ECCV 2018 • Boyu Chen, Dong Wang, Peixia Li, Shuang Wang, Huchuan Lu
In this work, we propose a novel tracking algorithm with real-time performance based on the âActor-Criticâ framework.