TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Person Re-Identification	DukeMTMC-reID	SPGAN+LMP*	Rank-1	46.4	# 50
Person Re-Identification	DukeMTMC-reID	SPGAN+LMP*	MAP	26.2	# 57
Unsupervised Person Re-Identification	DukeMTMC-reID	SPGAN+LMP	Rank-1	46.4	# 3
Unsupervised Person Re-Identification	DukeMTMC-reID	SPGAN+LMP	Rank-10	68.0	# 3
Unsupervised Person Re-Identification	DukeMTMC-reID	SPGAN+LMP	Rank-5	62.3	# 3
Unsupervised Person Re-Identification	DukeMTMC-reID	SPGAN+LMP	MAP	26.2	# 3
Unsupervised Domain Adaptation	Duke to Market	SPGAN	mAP	22.8	# 20
Unsupervised Domain Adaptation	Duke to Market	SPGAN	rank-1	51.5	# 20
Unsupervised Domain Adaptation	Duke to Market	SPGAN	rank-5	70.1	# 13
Unsupervised Domain Adaptation	Duke to Market	SPGAN	rank-10	76.8	# 15
Unsupervised Person Re-Identification	Market-1501	SPGAN+LMP	Rank-1	57.7	# 4
Unsupervised Person Re-Identification	Market-1501	SPGAN+LMP	MAP	26.7	# 3
Unsupervised Person Re-Identification	Market-1501	SPGAN+LMP	Rank-10	82.4	# 3
Unsupervised Person Re-Identification	Market-1501	SPGAN+LMP	Rank-5	75.8	# 3
Unsupervised Domain Adaptation	Market to Duke	SPGAN	mAP	22.3	# 19
Unsupervised Domain Adaptation	Market to Duke	SPGAN	rank-1	41.1	# 17
Unsupervised Domain Adaptation	Market to Duke	SPGAN	rank-5	56.6	# 14
Unsupervised Domain Adaptation	Market to Duke	SPGAN	rank-10	63.0	# 13
Unsupervised Person Re-Identification	MSMT17->DukeMTMC-reID	SPGAN	Rank-1	46.4	# 2
Unsupervised Person Re-Identification	MSMT17->DukeMTMC-reID	SPGAN	Rank-10	68.0	# 2
Unsupervised Person Re-Identification	MSMT17->DukeMTMC-reID	SPGAN	Rank-5	62.3	# 2
Unsupervised Person Re-Identification	MSMT17->DukeMTMC-reID	SPGAN	mAP	26.2	# 2

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

CVPR 2018 • Weijian Deng • Liang Zheng • Qixiang Ye • Guoliang Kang • Yi Yang • Jianbin Jiao

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... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract

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Tasks

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DOMAIN ADAPTATION

PERSON RE-IDENTIFICATION

UNSUPERVISED DOMAIN ADAPTATION

Datasets

Market-1501

Results from the Paper

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Ranked #2 on Unsupervised Person Re-Identification on MSMT17->DukeMTMC-reID

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Person Re-Identification	DukeMTMC-reID	SPGAN+LMP*	Rank-1	46.4	# 50	Compare
Person Re-Identification	DukeMTMC-reID	SPGAN+LMP*	MAP	26.2	# 57	Compare
Unsupervised Person Re-Identification	DukeMTMC-reID	SPGAN+LMP	Rank-1	46.4	# 3	Compare
			Rank-10	68.0	# 3	Compare
			Rank-5	62.3	# 3	Compare
			MAP	26.2	# 3	Compare
Unsupervised Domain Adaptation	Duke to Market	SPGAN	mAP	22.8	# 20	Compare
			rank-1	51.5	# 20	Compare
			rank-5	70.1	# 13	Compare
			rank-10	76.8	# 15	Compare
Unsupervised Person Re-Identification	Market-1501	SPGAN+LMP	Rank-1	57.7	# 4	Compare
			MAP	26.7	# 3	Compare
			Rank-10	82.4	# 3	Compare
			Rank-5	75.8	# 3	Compare
Unsupervised Domain Adaptation	Market to Duke	SPGAN	mAP	22.3	# 19	Compare
			rank-1	41.1	# 17	Compare
			rank-5	56.6	# 14	Compare
			rank-10	63.0	# 13	Compare
Unsupervised Person Re-Identification	MSMT17->DukeMTMC-reID	SPGAN	Rank-1	46.4	# 2	Compare
			Rank-10	68.0	# 2	Compare
			Rank-5	62.3	# 2	Compare
			mAP	26.2	# 2	Compare

Methods used in the Paper

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METHOD	TYPE
Batch Normalization	Normalization
Residual Connection	Skip Connections
PatchGAN	Discriminators
ReLU	Activation Functions
Tanh Activation	Activation Functions
Residual Block	Skip Connection Blocks
Instance Normalization	Normalization
Convolution	Convolutions
Leaky ReLU	Activation Functions
Sigmoid Activation	Activation Functions
GAN Least Squares Loss	Loss Functions
Cycle Consistency Loss	Loss Functions
CycleGAN	Generative Models
Siamese Network	Twin Networks

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