Runway to realway: Visual analysis of fashion

Sirion Vittayakorn; Kota Yamaguchi; Alexander C. Berg; Tamara L. Berg

doi:10.1109/WACV.2015.131

Runway to realway: Visual analysis of fashion

Sirion Vittayakorn, Kota Yamaguchi, Alexander C. Berg, Tamara L. Berg

INF - System Information Sciences

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

71 Citations (Scopus)

Abstract

Clothing and fashion are an integral part of our everyday lives. In this paper we present an approach to studying fashion both on the runway and in more real-world settings, computationally, and at large scale, using computer vision. Our contributions include collecting a new runway dataset, designing features suitable for capturing outfit appearance, collecting human judgments of outfit similarity, and learning similarity functions on the features to mimic those judgments. We provide both intrinsic and extrinsic evaluations of our learned models to assess performance on outfit similarity prediction as well as season, year, and brand estimation. An example application tracks visual trends as runway fashions filter down to "real way" street fashions.

Original language	English
Title of host publication	Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	951-958
Number of pages	8
ISBN (Electronic)	9781479966820
DOIs	https://doi.org/10.1109/WACV.2015.131
Publication status	Published - 2015 Feb 19
Event	2015 15th IEEE Winter Conference on Applications of Computer Vision, WACV 2015 - Waikoloa, United States Duration: 2015 Jan 5 → 2015 Jan 9

Publication series

Name	Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015

Other

Other	2015 15th IEEE Winter Conference on Applications of Computer Vision, WACV 2015
Country/Territory	United States
City	Waikoloa
Period	15/1/5 → 15/1/9

ASJC Scopus subject areas

Computer Science Applications
Computer Vision and Pattern Recognition

Access to Document

10.1109/WACV.2015.131

Cite this

Vittayakorn, S., Yamaguchi, K., Berg, A. C., & Berg, T. L. (2015). Runway to realway: Visual analysis of fashion. In Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015 (pp. 951-958). [7045985] (Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/WACV.2015.131

Runway to realway : Visual analysis of fashion. / Vittayakorn, Sirion; Yamaguchi, Kota; Berg, Alexander C. et al.

Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015. Institute of Electrical and Electronics Engineers Inc., 2015. p. 951-958 7045985 (Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015).

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

Vittayakorn, S, Yamaguchi, K, Berg, AC & Berg, TL 2015, Runway to realway: Visual analysis of fashion. in Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015., 7045985, Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015, Institute of Electrical and Electronics Engineers Inc., pp. 951-958, 2015 15th IEEE Winter Conference on Applications of Computer Vision, WACV 2015, Waikoloa, United States, 15/1/5. https://doi.org/10.1109/WACV.2015.131

Vittayakorn S, Yamaguchi K, Berg AC, Berg TL. Runway to realway: Visual analysis of fashion. In Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015. Institute of Electrical and Electronics Engineers Inc. 2015. p. 951-958. 7045985. (Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015). https://doi.org/10.1109/WACV.2015.131

@inproceedings{da4cefa0b0e04a1ca324cb0dc9256af3,

title = "Runway to realway: Visual analysis of fashion",

abstract = "Clothing and fashion are an integral part of our everyday lives. In this paper we present an approach to studying fashion both on the runway and in more real-world settings, computationally, and at large scale, using computer vision. Our contributions include collecting a new runway dataset, designing features suitable for capturing outfit appearance, collecting human judgments of outfit similarity, and learning similarity functions on the features to mimic those judgments. We provide both intrinsic and extrinsic evaluations of our learned models to assess performance on outfit similarity prediction as well as season, year, and brand estimation. An example application tracks visual trends as runway fashions filter down to {"}real way{"} street fashions.",

author = "Sirion Vittayakorn and Kota Yamaguchi and Berg, {Alexander C.} and Berg, {Tamara L.}",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 2015 15th IEEE Winter Conference on Applications of Computer Vision, WACV 2015 ; Conference date: 05-01-2015 Through 09-01-2015",

year = "2015",

month = feb,

day = "19",

doi = "10.1109/WACV.2015.131",

language = "English",

series = "Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015",

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

pages = "951--958",

booktitle = "Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015",

}

TY - GEN

T1 - Runway to realway

T2 - 2015 15th IEEE Winter Conference on Applications of Computer Vision, WACV 2015

AU - Vittayakorn, Sirion

AU - Yamaguchi, Kota

AU - Berg, Alexander C.

AU - Berg, Tamara L.

PY - 2015/2/19

Y1 - 2015/2/19

N2 - Clothing and fashion are an integral part of our everyday lives. In this paper we present an approach to studying fashion both on the runway and in more real-world settings, computationally, and at large scale, using computer vision. Our contributions include collecting a new runway dataset, designing features suitable for capturing outfit appearance, collecting human judgments of outfit similarity, and learning similarity functions on the features to mimic those judgments. We provide both intrinsic and extrinsic evaluations of our learned models to assess performance on outfit similarity prediction as well as season, year, and brand estimation. An example application tracks visual trends as runway fashions filter down to "real way" street fashions.

AB - Clothing and fashion are an integral part of our everyday lives. In this paper we present an approach to studying fashion both on the runway and in more real-world settings, computationally, and at large scale, using computer vision. Our contributions include collecting a new runway dataset, designing features suitable for capturing outfit appearance, collecting human judgments of outfit similarity, and learning similarity functions on the features to mimic those judgments. We provide both intrinsic and extrinsic evaluations of our learned models to assess performance on outfit similarity prediction as well as season, year, and brand estimation. An example application tracks visual trends as runway fashions filter down to "real way" street fashions.

UR - http://www.scopus.com/inward/record.url?scp=84925438539&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84925438539&partnerID=8YFLogxK

U2 - 10.1109/WACV.2015.131

DO - 10.1109/WACV.2015.131

M3 - Conference contribution

AN - SCOPUS:84925438539

T3 - Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015

SP - 951

EP - 958

BT - Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 5 January 2015 through 9 January 2015

ER -

Runway to realway: Visual analysis of fashion

Abstract

Publication series

Other

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this