A tool for fast ground truth generation for object detection and tracking from video

F. Comaschi; S. Stuijk; T. Basten; H. Corporaal

doi:10.1109/ICIP.2014.7025073

A tool for fast ground truth generation for object detection and tracking from video

F. Comaschi, S. Stuijk, T. Basten, H. Corporaal

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

8 Citations (Scopus)

2 Downloads (Pure)

Abstract

Object detection and tracking is one of the most important components in computer vision applications. To carefully evaluate the performance of detection and tracking algorithms, it is important to develop benchmark data sets. One of the most tedious and error-prone aspects when developing benchmarks, is the generation of the ground truth. This paper presents FAST-GT (FAst Semi-automatic Tool for Ground Truth generation), a new generic framework for the semiautomatic generation of ground truths. FAST-GT reduces the need for manual intervention thus speeding-up the ground-truthing process.

Original language	English
Title of host publication	IEEE International Conference on Image Processing 2014 (ICIP 2014), 27-30 October 2014, Paris, France
Place of Publication	Piscataway
Publisher	Institute of Electrical and Electronics Engineers
Pages	368-372
DOIs	https://doi.org/10.1109/ICIP.2014.7025073
Publication status	Published - 2014
Event	21st IEEE International Conference on Image Processing (ICIP 2014) - Paris, France Duration: 27 Oct 2014 → 30 Oct 2014 Conference number: 21 http://www.icip2014.org/

Conference

Conference	21st IEEE International Conference on Image Processing (ICIP 2014)
Abbreviated title	ICIP 2014
Country/Territory	France
City	Paris
Period	27/10/14 → 30/10/14
Internet address	http://www.icip2014.org/

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10.1109/ICIP.2014.7025073

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@inproceedings{739631b902f845ba9b60e0395a947a1e,

title = "A tool for fast ground truth generation for object detection and tracking from video",

abstract = "Object detection and tracking is one of the most important components in computer vision applications. To carefully evaluate the performance of detection and tracking algorithms, it is important to develop benchmark data sets. One of the most tedious and error-prone aspects when developing benchmarks, is the generation of the ground truth. This paper presents FAST-GT (FAst Semi-automatic Tool for Ground Truth generation), a new generic framework for the semiautomatic generation of ground truths. FAST-GT reduces the need for manual intervention thus speeding-up the ground-truthing process.",

author = "F. Comaschi and S. Stuijk and T. Basten and H. Corporaal",

year = "2014",

doi = "10.1109/ICIP.2014.7025073",

language = "English",

pages = "368--372",

booktitle = "IEEE International Conference on Image Processing 2014 (ICIP 2014), 27-30 October 2014, Paris, France",

publisher = "Institute of Electrical and Electronics Engineers",

address = "United States",

note = "21st IEEE International Conference on Image Processing (ICIP 2014), ICIP 2014 ; Conference date: 27-10-2014 Through 30-10-2014",

url = "http://www.icip2014.org/",

}

Comaschi, F, Stuijk, S , Basten, T & Corporaal, H 2014, A tool for fast ground truth generation for object detection and tracking from video. in IEEE International Conference on Image Processing 2014 (ICIP 2014), 27-30 October 2014, Paris, France. Institute of Electrical and Electronics Engineers, Piscataway, pp. 368-372, 21st IEEE International Conference on Image Processing (ICIP 2014), Paris, France, 27/10/14. https://doi.org/10.1109/ICIP.2014.7025073

A tool for fast ground truth generation for object detection and tracking from video. / Comaschi, F.; Stuijk, S.; Basten, T. et al.

IEEE International Conference on Image Processing 2014 (ICIP 2014), 27-30 October 2014, Paris, France. Piscataway : Institute of Electrical and Electronics Engineers, 2014. p. 368-372.

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

TY - GEN

T1 - A tool for fast ground truth generation for object detection and tracking from video

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AU - Basten, T.

AU - Corporaal, H.

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PY - 2014

Y1 - 2014

N2 - Object detection and tracking is one of the most important components in computer vision applications. To carefully evaluate the performance of detection and tracking algorithms, it is important to develop benchmark data sets. One of the most tedious and error-prone aspects when developing benchmarks, is the generation of the ground truth. This paper presents FAST-GT (FAst Semi-automatic Tool for Ground Truth generation), a new generic framework for the semiautomatic generation of ground truths. FAST-GT reduces the need for manual intervention thus speeding-up the ground-truthing process.

AB - Object detection and tracking is one of the most important components in computer vision applications. To carefully evaluate the performance of detection and tracking algorithms, it is important to develop benchmark data sets. One of the most tedious and error-prone aspects when developing benchmarks, is the generation of the ground truth. This paper presents FAST-GT (FAst Semi-automatic Tool for Ground Truth generation), a new generic framework for the semiautomatic generation of ground truths. FAST-GT reduces the need for manual intervention thus speeding-up the ground-truthing process.

U2 - 10.1109/ICIP.2014.7025073

DO - 10.1109/ICIP.2014.7025073

M3 - Conference contribution

SP - 368

EP - 372

BT - IEEE International Conference on Image Processing 2014 (ICIP 2014), 27-30 October 2014, Paris, France

PB - Institute of Electrical and Electronics Engineers

CY - Piscataway

T2 - 21st IEEE International Conference on Image Processing (ICIP 2014)

Y2 - 27 October 2014 through 30 October 2014

ER -

A tool for fast ground truth generation for object detection and tracking from video

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