Recognition of Sketches in Photos

Publisher:
Springer-Verlag Berlin / Heidelberg
Publication Type:
Chapter
Citation:
Studies in Computational Intelligence vol 346. Multimedia Analysis, Processing and Communications, 2011, 1, pp. 239 - 262
Issue Date:
2011-01
Full metadata record
Files in This Item:
Filename Description Size
Thumbnail2011001805OK_Xiao.pdf2 MB
Adobe PDF
Summary. Face recognition by sketches in photos makes an important complement to face photo recognition. It is challenging because sketches and photos have geometrical deformations and texture difference. Aiming to achieve better performance in mixture pattern recognition, we reduce difference between sketches and photos by synthesizing sketches from photos, and vice versa, and then transform the sketch-photo recognition to photo-photo/sketch-sketch recognition. Pseudo-sketch/pseudo-photo patches are synthesized with embedded hiddenMarkovmodel and integrated to derive pseudo-sketch/pseudo-photo. Experiments are carried out to demonstrate that the proposed methods are effective to produce pseudo-sketch/pseudophoto with high quality and achieve promising recognition results.
Please use this identifier to cite or link to this item: