Fashion Analysis: Current Techniques and Future Directions

Driven by the huge profit potential in the fashion industry, intelligent fashion analysis based on techniques for clothing and makeover analysis is receiving much attention in the multimedia and computer vision literature. This article surveys the state-of-the-art clothing analysis techniques (clothing modeling, recognition, and parsing) that can be applied in many real applications, such as clothing retrieval and recommendation. The authors then introduce several makeover-related research directions, such as facial attractiveness prediction, facial makeup synthesis, and hair segmentation. Lastly, they discuss promising future directions for clothing and makeover analysis.

[1]  Meng Wang,et al.  News contextualization with geographic and visual information , 2011, ACM Multimedia.

[2]  Dong Guo,et al.  Digital face makeup by example , 2009, CVPR.

[3]  Ming Yang,et al.  Real-time clothing recognition in surveillance videos , 2011, 2011 18th IEEE International Conference on Image Processing.

[4]  Yihong Gong,et al.  Predicting Facial Beauty without Landmarks , 2010, ECCV.

[5]  Jian Dong,et al.  A Deformable Mixture Parsing Model with Parselets , 2013, 2013 IEEE International Conference on Computer Vision.

[6]  Bingbing Ni,et al.  Sense beauty via face, dressing, and/or voice , 2012, ACM Multimedia.

[7]  Nan Wang,et al.  What are good parts for hair shape modeling? , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[8]  Dani Lischinski,et al.  Data-driven enhancement of facial attractiveness , 2008, ACM Trans. Graph..

[9]  Hong Chen,et al.  Composite Templates for Cloth Modeling and Sketching , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[10]  Hong Chen,et al.  A generative sketch model for human hair analysis and synthesis , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[11]  Luis E. Ortiz,et al.  Parsing clothing in fashion photographs , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[12]  Hanqing Lu,et al.  Street-to-shop: Cross-scenario clothing retrieval via parts alignment and auxiliary set , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[13]  Changsheng Xu,et al.  Hi, magic closet, tell me what to wear! , 2012, ACM Multimedia.