CASIA OpenIR  > 智能感知与计算研究中心
Boosting end-to-end multi-object tracking and person search via knowledge distillation
Zhang, Wei; He, Lingxiao; Chen, Peng; Liao, Xingyu; Liu, Wu; Li, Qi; Sun, Zhenan
2021-10
Conference NameACM International Conference on Multimedia
Conference Date2021-10
Conference PlaceChina
Abstract

Multi-Object Tracking (MOT) and Person Search both demand to localize and identify specific targets from raw image frames. Existing methods can be classified into two categories, namely two-step strategy and end-to-end strategy. Two-step approaches have high accuracy but suffer from costly computations, while end-to-end methods show greater efficiency with limited performance. In this paper, we dissect the gap between two-step and end-to-end strategy and propose a simple yet effective end-to-end framework with knowledge distillation. Our proposed framework is simple in concept and easy to benefit from external datasets. Experimental results demonstrate that our model performs competitively with other sophisticated two-step and end-to-end methods in multi-object tracking and person search.

IS Representative Paper
Sub direction classification生物特征识别
planning direction of the national heavy laboratory视觉信息处理
Paper associated data
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/55262
Collection智能感知与计算研究中心
Affiliation1.Institute of Automation, Chinese Academy of Sciences
2.JD AI Research
Recommended Citation
GB/T 7714
Zhang, Wei,He, Lingxiao,Chen, Peng,et al. Boosting end-to-end multi-object tracking and person search via knowledge distillation[C],2021.
Files in This Item:
File Name/Size DocType Version Access License
3474085.3481546.pdf(3267KB)会议论文 开放获取CC BY-NC-SAView
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Zhang, Wei]'s Articles
[He, Lingxiao]'s Articles
[Chen, Peng]'s Articles
Baidu academic
Similar articles in Baidu academic
[Zhang, Wei]'s Articles
[He, Lingxiao]'s Articles
[Chen, Peng]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Zhang, Wei]'s Articles
[He, Lingxiao]'s Articles
[Chen, Peng]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: 3474085.3481546.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.