no code implementations • 25 Jul 2024 • Wenjie Yang, Shengzhong Zhang, Jiaxing Guo, Zengfeng Huang
In this paper, we aim to bridge the gap between the field of GR and GCL from the perspective of encoders and loss functions.
1 code implementation • CVPR 2024 • Zhenyu Xie, Zelin Ni, Wenjie Yang, Yuang Zhang, Yihang Chen, Yang Zhang, Xiao Ma
Multi-camera multiple people tracking is a crucial technology for surveillance crowd management and social behavior analysis enabling large-scale monitoring and comprehensive understanding of complex scenarios involving multiple individuals across different camera views.
Ranked #3 on Multi-Object Tracking on 2024 AI City Challenge
no code implementations • 8 Dec 2023 • Shengzhong Zhang, Wenjie Yang, Yimin Zhang, Hongwei Zhang, Divin Yan, Zengfeng Huang
In this work, we discover a phenomenon of community bias amplification in graph representation learning, which refers to the exacerbation of performance bias between different classes by graph representation learning.
1 code implementation • 8 Dec 2023 • Shengzhong Zhang, Wenjie Yang, Xinyuan Cao, Hongwei Zhang, Zengfeng Huang
This allows the encoder not to perform any message passing during the training stage, and significantly reduces the number of sample pairs in the contrastive loss.
1 code implementation • ICCV 2023 • Xuehan Bai, Yan Li, Yanhua Cheng, Wenjie Yang, Quan Chen, Han Li
It is the first dataset to cover product pages, short videos, and live streams simultaneously, providing the basis for establishing a unified product representation across different media domains.
1 code implementation • ICCV 2023 • Wenjie Yang, Yiyi Chen, Yan Li, Yanhua Cheng, Xudong Liu, Quan Chen, Han Li
Moreover, a cRoss-vIew semantiC alignmEnt (RICE) model is proposed to learn discriminative instance features from the image and video views of the products.
no code implementations • CVPR 2022 • Jiahao Fan, Huabin Liu, Wenjie Yang, John See, Aixin Zhang, Weiyao Lin
With the appearance of super high-resolution (e. g., gigapixel-level) images, performing efficient object detection on such images becomes an important issue.
1 code implementation • 2 Nov 2021 • Yuxi Li, Ning Xu, Wenjie Yang, John See, Weiyao Lin
We conduct comprehensive comparison and detailed analysis on challenging benchmarks of DAVIS16, DAVIS17 and Youtube-VOS, demonstrating that the cyclic mechanism is helpful to enhance segmentation quality, improve the robustness of VOS systems, and further provide qualitative comparison and interpretation on how different VOS algorithms work.
no code implementations • 10 Apr 2021 • Ping Zhang, Zhenxiang Tao, Wenjie Yang, Minze Chen, Shan Ding, Xiaodong Liu, Rui Yang, HUI ZHANG
Surveillance cameras are widely applied for indoor occupancy measurement and human movement perception, which benefit for building energy management and social security.
2 code implementations • 25 May 2020 • Jian Jia, Houjing Huang, Wenjie Yang, Xiaotang Chen, Kaiqi Huang
Despite various methods are proposed to make progress in pedestrian attribute recognition, a crucial problem on existing datasets is often neglected, namely, a large number of identical pedestrian identities in train and test set, which is not consistent with practical application.
Ranked #3 on Pedestrian Attribute Recognition on PETA
no code implementations • 1 Apr 2020 • Zewen Li, Wenjie Yang, Shouheng Peng, Fan Liu
In this review, we aim to provide novel ideas and prospects in this fast-growing field as much as possible.
no code implementations • CVPR 2019 • Wenjie Yang, Houjing Huang, Zhang Zhang, Xiaotang Chen, Kaiqi Huang, Shu Zhang
The fundamental challenge of small inter-person variation requires Person Re-Identification (Re-ID) models to capture sufficient fine-grained information.
3 code implementations • 29 Dec 2018 • Houjing Huang, Wenjie Yang, Xiaotang Chen, Xin Zhao, Kaiqi Huang, Jinbin Lin, Guan Huang, Dalong Du
Person re-identification (ReID) has achieved significant improvement under the single-domain setting.