Unsupervised Domain Adaptation on Duke to Market

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#	Model↕	rank-1▼	Extra Data	Paper	Date↕	Code
1	CORE-ReID	93.6	No	-	-	Code
2	AWB	92.9	No	Attentive WaveBlock: Complementarity-enhanced Mu...	2020-06-11	Code
3	CCTSE	92.9	No	Unsupervised and self-adaptative techniques for ...	2021-03-21	Code
4	LF2	92.8	No	Learning Feature Fusion for Unsupervised Domain ...	2022-05-19	Code
5	SpCL	90.3	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
6	MMT	87.7	No	Mutual Mean-Teaching: Pseudo Label Refinery for ...	2020-01-06	Code
7	SDA	86.9	No	Structured Domain Adaptation with Online Relatio...	2020-03-14	Code
8	AD-Cluster	86.7	No	AD-Cluster: Augmented Discriminative Clustering ...	2020-04-19	-
9	MMCL	84.4	No	Unsupervised Person Re-identification via Multi-...	2020-04-20	-
10	ECN++	84.1	No	Learning to Adapt Invariance in Memory for Perso...	2019-08-01	-
11	SNR	82.8	No	Style Normalization and Restitution for Generali...	2020-05-22	Code
12	CBN+ECN	81.7	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
13	ACT	80.5	No	Asymmetric Co-Teaching for Unsupervised Cross Do...	2019-12-03	Code
14	SSG	80	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
15	PCB-PAST	78.4	No	Self-training with progressive augmentation for ...	2019-07-31	Code
16	UDAP	75.8	No	Unsupervised Domain Adaptive Re-Identification: ...	2018-07-30	Code
17	PDA-Net	75.2	No	Cross-Dataset Person Re-Identification via Unsup...	2019-09-20	-
18	ENC	75.1	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
19	ARN	70.3	No	Adaptation and Re-Identification Network: An Uns...	2018-04-25	-
20	CFSM	61.2	No	Disjoint Label Space Transfer Learning with Comm...	2018-12-06	-
21	UCDA	60.4	No	A Novel Unsupervised Camera-aware Domain Adaptat...	2019-04-06	-
22	TJ-AIDL	58.2	No	Transferable Joint Attribute-Identity Deep Learn...	2018-03-26	-
23	DG-Net	56.12	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
24	SPGAN	51.5	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
25	OGNet	36.4	No	Parameter-Efficient Person Re-identification in ...	2020-06-08	Code

#1CORE-ReID
93.6
rank-1
No paperCode
#2AWBSOTA
92.9
rank-1· 2020-06-11
Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond Code
#3CCTSE
92.9
rank-1· 2021-03-21
Unsupervised and self-adaptative techniques for cross-domain person re-identification Code
#4LF2
92.8
rank-1· 2022-05-19
Learning Feature Fusion for Unsupervised Domain Adaptive Person Re-identification Code
#5SpCLSOTA
90.3
rank-1· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#6MMTSOTA
87.7
rank-1· 2020-01-06
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification Code
#7SDA
86.9
rank-1· 2020-03-14
Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID Code
#8AD-Cluster
86.7
rank-1· 2020-04-19
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification
#9MMCL
84.4
rank-1· 2020-04-20
Unsupervised Person Re-identification via Multi-label Classification
#10ECN++SOTA
84.1
rank-1· 2019-08-01
Learning to Adapt Invariance in Memory for Person Re-identification
#11SNR
82.8
rank-1· 2020-05-22
Style Normalization and Restitution for Generalizable Person Re-identification Code
#12CBN+ECN
81.7
rank-1· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#13ACT
80.5
rank-1· 2019-12-03
Asymmetric Co-Teaching for Unsupervised Cross Domain Person Re-Identification Code
#14SSGSOTA
80
rank-1· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#15PCB-PAST
78.4
rank-1· 2019-07-31
Self-training with progressive augmentation for unsupervised cross-domain person re-identification Code
#16UDAPSOTA
75.8
rank-1· 2018-07-30
Unsupervised Domain Adaptive Re-Identification: Theory and Practice Code
#17PDA-Net
75.2
rank-1· 2019-09-20
Cross-Dataset Person Re-Identification via Unsupervised Pose Disentanglement and Adaptation
#18ENC
75.1
rank-1· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#19ARNSOTA
70.3
rank-1· 2018-04-25
Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification
#20CFSM
61.2
rank-1· 2018-12-06
Disjoint Label Space Transfer Learning with Common Factorised Space
#21UCDA
60.4
rank-1· 2019-04-06
A Novel Unsupervised Camera-aware Domain Adaptation Framework for Person Re-identification
#22TJ-AIDLSOTA
58.2
rank-1· 2018-03-26
Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification
#23DG-Net
56.12
rank-1· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#24SPGANSOTA
51.5
rank-1· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#25OGNet
36.4
rank-1· 2020-06-08
Parameter-Efficient Person Re-identification in the 3D Space Code