UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring

Siwei Lyu; Ming Ching Chang; Dawei Du; Wenbo Li; Yi Wei; Marco Del Coco; Pierluigi Carcagni; Arne Schumann; Bharti Munjal; Dinh Quoc Trung Dang; Doo Hyun Choi; Erik Bochinski; Fabio Galasso; Filiz Bunyak; Guna Seetharaman; Jang Woon Baek; Jong Taek Lee; Kannappan Palaniappan; Kil Taek Lim; Kiyoung Moon; Kwang Ju Kim; Lars Sommer; Meltem Brandlmaier; Min Sung Kang; Moongu Jeon; Noor M. Al-Shakarji; Oliver Acatay; Pyong Kun Kim; Sikandar Amin; Thomas Sikora; Tien Dinh; Tobias Senst; Vu Gia Hy Che; Young Chul Lim; Young Min Song; Yun Su Chung

doi:10.1109/AVSS.2018.8639089

UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring

Siwei Lyu
, Ming Ching Chang
, Dawei Du
, Wenbo Li
, Yi Wei
, Marco Del Coco
, Pierluigi Carcagni
, Arne Schumann
, Bharti Munjal
, Dinh Quoc Trung Dang
, Doo Hyun Choi
, Erik Bochinski
, Fabio Galasso
, Filiz Bunyak
, Guna Seetharaman
, Jang Woon Baek
, Jong Taek Lee
, Kannappan Palaniappan
, Kil Taek Lim
, Kiyoung Moon

Kwang Ju Kim, Lars Sommer, Meltem Brandlmaier, Min Sung Kang, Moongu Jeon, Noor M. Al-Shakarji, Oliver Acatay, Pyong Kun Kim, Sikandar Amin, Thomas Sikora, Tien Dinh, Tobias Senst, Vu Gia Hy Che, Young Chul Lim, Young Min Song, Yun Su Chung

Division of Automotive Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

53 Scopus citations

Abstract

A desirable smart traffic-monitoring and street-safety system can elicit and support the intervention of law enforcement agencies or medical staff. Recently, there has been a dramatically higher demand for such smart systems. To this end, the International Workshop on Traffic and Street Surveillance for Safety and Security (IWT4S) was organized in conjunction with the 15th IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS 2018). Our goal is to advance the state-of-the-art detection and tracking algorithms and provide a comprehensive performance evaluation for them. We evaluate 5 submitted detection and 7 submitted tracking methods on the large-scale UA-DETRAC benchmark, and the results are shared publicly on the website http://detrac-db. rit.albany.edu. We expect this challenge to advance the research and development of new detection and tracking methods for transportation applications.

Original language	English
Title of host publication	Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781538692943
DOIs	https://doi.org/10.1109/AVSS.2018.8639089
State	Published - 2 Jul 2018
Event	15th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2018 - Auckland, New Zealand Duration: 27 Nov 2018 → 30 Nov 2018

Publication series

Name	Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance

Conference

Conference	15th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2018
Country/Territory	New Zealand
City	Auckland
Period	27/11/18 → 30/11/18

Bibliographical note

Publisher Copyright:
© 2018 IEEE.

Access to Document

10.1109/AVSS.2018.8639089

Cite this

Lyu, S., Chang, M. C., Du, D., Li, W., Wei, Y., Coco, M. D., Carcagni, P., Schumann, A., Munjal, B., Dang, D. Q. T., Choi, D. H., Bochinski, E., Galasso, F., Bunyak, F., Seetharaman, G., Baek, J. W., Lee, J. T., Palaniappan, K., Lim, K. T., ... Chung, Y. S. (2018). UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring. In Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance Article 8639089 (Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/AVSS.2018.8639089

Lyu, Siwei ; Chang, Ming Ching ; Du, Dawei et al. / UA-DETRAC 2018 : Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring. Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance. Institute of Electrical and Electronics Engineers Inc., 2018. (Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance).

@inproceedings{52464f78d9b14234819bebf2c1a3e779,

title = "UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring",

abstract = "A desirable smart traffic-monitoring and street-safety system can elicit and support the intervention of law enforcement agencies or medical staff. Recently, there has been a dramatically higher demand for such smart systems. To this end, the International Workshop on Traffic and Street Surveillance for Safety and Security (IWT4S) was organized in conjunction with the 15th IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS 2018). Our goal is to advance the state-of-the-art detection and tracking algorithms and provide a comprehensive performance evaluation for them. We evaluate 5 submitted detection and 7 submitted tracking methods on the large-scale UA-DETRAC benchmark, and the results are shared publicly on the website http://detrac-db. rit.albany.edu. We expect this challenge to advance the research and development of new detection and tracking methods for transportation applications.",

author = "Siwei Lyu and Chang, \{Ming Ching\} and Dawei Du and Wenbo Li and Yi Wei and Coco, \{Marco Del\} and Pierluigi Carcagni and Arne Schumann and Bharti Munjal and Dang, \{Dinh Quoc Trung\} and Choi, \{Doo Hyun\} and Erik Bochinski and Fabio Galasso and Filiz Bunyak and Guna Seetharaman and Baek, \{Jang Woon\} and Lee, \{Jong Taek\} and Kannappan Palaniappan and Lim, \{Kil Taek\} and Kiyoung Moon and Kim, \{Kwang Ju\} and Lars Sommer and Meltem Brandlmaier and Kang, \{Min Sung\} and Moongu Jeon and Al-Shakarji, \{Noor M.\} and Oliver Acatay and Kim, \{Pyong Kun\} and Sikandar Amin and Thomas Sikora and Tien Dinh and Tobias Senst and Che, \{Vu Gia Hy\} and Lim, \{Young Chul\} and Song, \{Young Min\} and Chung, \{Yun Su\}",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2018 ; Conference date: 27-11-2018 Through 30-11-2018",

year = "2018",

month = jul,

day = "2",

doi = "10.1109/AVSS.2018.8639089",

language = "English",

series = "Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance",

}

Lyu, S, Chang, MC, Du, D, Li, W, Wei, Y, Coco, MD, Carcagni, P, Schumann, A, Munjal, B, Dang, DQT, Choi, DH, Bochinski, E, Galasso, F, Bunyak, F, Seetharaman, G, Baek, JW, Lee, JT, Palaniappan, K, Lim, KT, Moon, K, Kim, KJ, Sommer, L, Brandlmaier, M, Kang, MS, Jeon, M, Al-Shakarji, NM, Acatay, O, Kim, PK, Amin, S, Sikora, T, Dinh, T, Senst, T, Che, VGH, Lim, YC, Song, YM & Chung, YS 2018, UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring. in Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance., 8639089, Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance, Institute of Electrical and Electronics Engineers Inc., 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2018, Auckland, New Zealand, 27/11/18. https://doi.org/10.1109/AVSS.2018.8639089

UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring. / Lyu, Siwei; Chang, Ming Ching; Du, Dawei et al.
Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance. Institute of Electrical and Electronics Engineers Inc., 2018. 8639089 (Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - UA-DETRAC 2018

T2 - 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2018

AU - Lyu, Siwei

AU - Chang, Ming Ching

AU - Du, Dawei

AU - Li, Wenbo

AU - Wei, Yi

AU - Coco, Marco Del

AU - Carcagni, Pierluigi

AU - Schumann, Arne

AU - Munjal, Bharti

AU - Dang, Dinh Quoc Trung

AU - Choi, Doo Hyun

AU - Bochinski, Erik

AU - Galasso, Fabio

AU - Bunyak, Filiz

AU - Seetharaman, Guna

AU - Baek, Jang Woon

AU - Lee, Jong Taek

AU - Palaniappan, Kannappan

AU - Lim, Kil Taek

AU - Moon, Kiyoung

AU - Kim, Kwang Ju

AU - Sommer, Lars

AU - Brandlmaier, Meltem

AU - Kang, Min Sung

AU - Jeon, Moongu

AU - Al-Shakarji, Noor M.

AU - Acatay, Oliver

AU - Kim, Pyong Kun

AU - Amin, Sikandar

AU - Sikora, Thomas

AU - Dinh, Tien

AU - Senst, Tobias

AU - Che, Vu Gia Hy

AU - Lim, Young Chul

AU - Song, Young Min

AU - Chung, Yun Su

PY - 2018/7/2

Y1 - 2018/7/2

N2 - A desirable smart traffic-monitoring and street-safety system can elicit and support the intervention of law enforcement agencies or medical staff. Recently, there has been a dramatically higher demand for such smart systems. To this end, the International Workshop on Traffic and Street Surveillance for Safety and Security (IWT4S) was organized in conjunction with the 15th IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS 2018). Our goal is to advance the state-of-the-art detection and tracking algorithms and provide a comprehensive performance evaluation for them. We evaluate 5 submitted detection and 7 submitted tracking methods on the large-scale UA-DETRAC benchmark, and the results are shared publicly on the website http://detrac-db. rit.albany.edu. We expect this challenge to advance the research and development of new detection and tracking methods for transportation applications.

AB - A desirable smart traffic-monitoring and street-safety system can elicit and support the intervention of law enforcement agencies or medical staff. Recently, there has been a dramatically higher demand for such smart systems. To this end, the International Workshop on Traffic and Street Surveillance for Safety and Security (IWT4S) was organized in conjunction with the 15th IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS 2018). Our goal is to advance the state-of-the-art detection and tracking algorithms and provide a comprehensive performance evaluation for them. We evaluate 5 submitted detection and 7 submitted tracking methods on the large-scale UA-DETRAC benchmark, and the results are shared publicly on the website http://detrac-db. rit.albany.edu. We expect this challenge to advance the research and development of new detection and tracking methods for transportation applications.

UR - https://www.scopus.com/pages/publications/85063261881

U2 - 10.1109/AVSS.2018.8639089

DO - 10.1109/AVSS.2018.8639089

M3 - Conference contribution

AN - SCOPUS:85063261881

T3 - Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance

BT - Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 27 November 2018 through 30 November 2018

ER -

Lyu S, Chang MC, Du D, Li W, Wei Y, Coco MD et al. UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring. In Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance. Institute of Electrical and Electronics Engineers Inc. 2018. 8639089. (Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance). doi: 10.1109/AVSS.2018.8639089

UA-DETRAC 2018: Report of AVSS2018 IWT4S Challenge on Advanced Traffic Monitoring

Abstract

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Bibliographical note

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