Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 994 - 1003
• Main Authors: Deng, Weijian, Zheng, Liang, Ye, Qixiang, Kang, Guoliang, Yang, Yi, Jiao, Jianbin
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Estimation; Gallium nitride; Generative adversarial networks; Generators; Learning systems; Training; Training data

Person re-identification (re-ID) models trained on one domain often fail to generalize well to another. In our attempt, we present a "learning via translation" framework. In the baseline, we translate the labeled images from source to target domain in an unsupervised manner. We then train...