Unsupervised Domain Adaptation on Duke to Market

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	CORE-ReID	84.4	No	-	-	Code
2	EvoADA	84.3	No	On Evolving Attention Towards Domain Adaptation	2021-03-25	-
3	LF2	83.2	No	Learning Feature Fusion for Unsupervised Domain ...	2022-05-19	Code
4	AWB	80.6	No	Attentive WaveBlock: Complementarity-enhanced Mu...	2020-06-11	Code
5	CCTSE	78.4	No	Unsupervised and self-adaptative techniques for ...	2021-03-21	Code
6	SpCL	76.7	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
7	MMT	71.2	No	Mutual Mean-Teaching: Pseudo Label Refinery for ...	2020-01-06	Code
8	SDA	70	No	Structured Domain Adaptation with Online Relatio...	2020-03-14	Code
9	AD-Cluster	68.3	No	AD-Cluster: Augmented Discriminative Clustering ...	2020-04-19	-
10	ECN++	63.8	No	Learning to Adapt Invariance in Memory for Perso...	2019-08-01	-
11	SNR	61.7	No	Style Normalization and Restitution for Generali...	2020-05-22	Code
12	ACT	60.6	No	Asymmetric Co-Teaching for Unsupervised Cross Do...	2019-12-03	Code
13	MMCL	60.4	No	Unsupervised Person Re-identification via Multi-...	2020-04-20	-
14	SSG	58.3	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
15	PCB-PAST	54.6	No	Self-training with progressive augmentation for ...	2019-07-31	Code
16	UDAP	53.7	No	Unsupervised Domain Adaptive Re-Identification: ...	2018-07-30	Code
17	CBN+ECN	52	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
18	PDA-Net	47.6	No	Cross-Dataset Person Re-Identification via Unsup...	2019-09-20	-
19	ENC	43	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
20	ARN	39.4	No	Adaptation and Re-Identification Network: An Uns...	2018-04-25	-
21	UCDA	30.9	No	A Novel Unsupervised Camera-aware Domain Adaptat...	2019-04-06	-
22	CFSM	28.3	No	Disjoint Label Space Transfer Learning with Comm...	2018-12-06	-
23	DG-Net	26.83	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
24	TJ-AIDL	26.5	No	Transferable Joint Attribute-Identity Deep Learn...	2018-03-26	-
25	SPGAN	22.8	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
26	OGNet	14.7	No	Parameter-Efficient Person Re-identification in ...	2020-06-08	Code

#1CORE-ReID
84.4
mAP
No paperCode
#2EvoADASOTA
84.3
mAP· 2021-03-25
On Evolving Attention Towards Domain Adaptation
#3LF2
83.2
mAP· 2022-05-19
Learning Feature Fusion for Unsupervised Domain Adaptive Person Re-identification Code
#4AWBSOTA
80.6
mAP· 2020-06-11
Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond Code
#5CCTSE
78.4
mAP· 2021-03-21
Unsupervised and self-adaptative techniques for cross-domain person re-identification Code
#6SpCLSOTA
76.7
mAP· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#7MMTSOTA
71.2
mAP· 2020-01-06
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification Code
#8SDA
70
mAP· 2020-03-14
Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID Code
#9AD-Cluster
68.3
mAP· 2020-04-19
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification
#10ECN++SOTA
63.8
mAP· 2019-08-01
Learning to Adapt Invariance in Memory for Person Re-identification
#11SNR
61.7
mAP· 2020-05-22
Style Normalization and Restitution for Generalizable Person Re-identification Code
#12ACT
60.6
mAP· 2019-12-03
Asymmetric Co-Teaching for Unsupervised Cross Domain Person Re-Identification Code
#13MMCL
60.4
mAP· 2020-04-20
Unsupervised Person Re-identification via Multi-label Classification
#14SSGSOTA
58.3
mAP· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#15PCB-PAST
54.6
mAP· 2019-07-31
Self-training with progressive augmentation for unsupervised cross-domain person re-identification Code
#16UDAPSOTA
53.7
mAP· 2018-07-30
Unsupervised Domain Adaptive Re-Identification: Theory and Practice Code
#17CBN+ECN
52
mAP· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#18PDA-Net
47.6
mAP· 2019-09-20
Cross-Dataset Person Re-Identification via Unsupervised Pose Disentanglement and Adaptation
#19ENC
43
mAP· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#20ARNSOTA
39.4
mAP· 2018-04-25
Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification
#21UCDA
30.9
mAP· 2019-04-06
A Novel Unsupervised Camera-aware Domain Adaptation Framework for Person Re-identification
#22CFSM
28.3
mAP· 2018-12-06
Disjoint Label Space Transfer Learning with Common Factorised Space
#23DG-Net
26.83
mAP· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#24TJ-AIDLSOTA
26.5
mAP· 2018-03-26
Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification
#25SPGANSOTA
22.8
mAP· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#26OGNet
14.7
mAP· 2020-06-08
Parameter-Efficient Person Re-identification in the 3D Space Code