摘要
In this paper, a new perspective of congestion is presented to promote the development of traffic video analysis. Our main contributions are threefold: a) An unified and quantifiable definition of congestion is proposed to describe the traffic state in video. b) Based on the definition, a congestion dataset which contains multiple traffic scenes is constructed as a platform for the research community. At the same time, a precise labeling method is introduced to get the ground truth of congestion level accurately. c) An algorithm based on Inverse Perspective Mapping (IPM) and pairwise regression is proposed to analyze traffic videos and serves as a baseline. We further compare the proposed method with two deep learning methods. Intensive experiments justify the effectiveness of the proposed method.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings |
| 出版商 | Institute of Electrical and Electronics Engineers Inc. |
| 页 | 1398-1402 |
| 页数 | 5 |
| ISBN(电子版) | 9781509041176 |
| DOI | |
| 出版状态 | 已出版 - 16 6月 2017 |
| 活动 | 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - New Orleans, 美国 期限: 5 3月 2017 → 9 3月 2017 |
出版系列
| 姓名 | ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings |
|---|---|
| ISSN(印刷版) | 1520-6149 |
会议
| 会议 | 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 |
|---|---|
| 国家/地区 | 美国 |
| 市 | New Orleans |
| 时期 | 5/03/17 → 9/03/17 |
联合国可持续发展目标
此成果有助于实现下列可持续发展目标:
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可持续发展目标 9 产业、创新和基础设施
指纹
探究 'Traffic congestion analysis: A new Perspective' 的科研主题。它们共同构成独一无二的指纹。引用此
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