FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification

NeurIPS 2018 Yixiao GeZhuowan LiHaiyu ZhaoGuojun YinShuai YiXiaogang WangHongsheng Li

Person re-identification (reID) is an important task that requires to retrieve a person's images from an image dataset, given one image of the person of interest. For learning robust person features, the pose variation of person images is one of the key challenges... (read more)

PDF Abstract

Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Person Re-Identification CUHK03 FD-GAN MAP 91.3 # 1
Person Re-Identification CUHK03 FD-GAN Rank-1 92.6 # 1
Person Re-Identification DukeMTMC-reID FD-GAN Rank-1 80.0 # 15
Person Re-Identification DukeMTMC-reID FD-GAN MAP 64.5 # 18
Person Re-Identification Market-1501 FD-GAN Rank-1 90.5 # 18
Person Re-Identification Market-1501 FD-GAN MAP 77.7 # 19