TY - JOUR
T1 - From 2D to 3D geodesic-based garment matching
AU - Avots, Egils
AU - Madadi, Meysam
AU - Escalera, Sergio
AU - Gonzàlez, Jordi
AU - Baro, Xavier
AU - Pällin, Paul
AU - Anbarjafari, Gholamreza
PY - 2019/9/30
Y1 - 2019/9/30
N2 - © 2019, Springer Science+Business Media, LLC, part of Springer Nature. A new approach for 2D to 3D garment retexturing is proposed based on Gaussian mixture models and thin plate splines (TPS). An automatically segmented garment of an individual is matched to a new source garment and rendered, resulting in augmented images in which the target garment has been retextured using the texture of the source garment. We divide the problem into garment boundary matching based on Gaussian mixture models and then interpolate inner points using surface topology extracted through geodesic paths, which leads to a more realistic result than standard approaches. We evaluated and compared our system quantitatively by root mean square error (RMS) and qualitatively using the mean opinion score (MOS), showing the benefits of the proposed methodology on our gathered dataset.
AB - © 2019, Springer Science+Business Media, LLC, part of Springer Nature. A new approach for 2D to 3D garment retexturing is proposed based on Gaussian mixture models and thin plate splines (TPS). An automatically segmented garment of an individual is matched to a new source garment and rendered, resulting in augmented images in which the target garment has been retextured using the texture of the source garment. We divide the problem into garment boundary matching based on Gaussian mixture models and then interpolate inner points using surface topology extracted through geodesic paths, which leads to a more realistic result than standard approaches. We evaluated and compared our system quantitatively by root mean square error (RMS) and qualitatively using the mean opinion score (MOS), showing the benefits of the proposed methodology on our gathered dataset.
KW - Gaussian mixture model
KW - Geodesic distance
KW - RGBD image processing
KW - Shape matching
KW - Texture mapping
U2 - 10.1007/s11042-019-7739-5
DO - 10.1007/s11042-019-7739-5
M3 - Article
SN - 1380-7501
VL - 78
SP - 25829
EP - 25853
JO - Multimedia Tools and Applications
JF - Multimedia Tools and Applications
ER -