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.
N1 - Publisher Copyright:
© 2015 IEEE.
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 -