Unsupervised Domain Adaptation on Market to Duke

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	CORE-ReID	74.8	No	-	-	Code
2	LF2	73.5	No	Learning Feature Fusion for Unsupervised Domain ...	2022-05-19	Code
3	CCTSE	72.6	No	Unsupervised and self-adaptative techniques for ...	2021-03-21	Code
4	EvoADA	71.4	No	On Evolving Attention Towards Domain Adaptation	2021-03-25	-
5	AWB	71	No	Attentive WaveBlock: Complementarity-enhanced Mu...	2020-06-11	Code
6	SpCL	68.8	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
7	MMT	65.1	No	Mutual Mean-Teaching: Pseudo Label Refinery for ...	2020-01-06	Code
8	SDA	61.4	No	Structured Domain Adaptation with Online Relatio...	2020-03-14	Code
9	SNR	58.1	No	Style Normalization and Restitution for Generali...	2020-05-22	Code
10	ACT	54.5	No	Asymmetric Co-Teaching for Unsupervised Cross Do...	2019-12-03	Code
11	ECN++	54.4	No	Learning to Adapt Invariance in Memory for Perso...	2019-08-01	-
12	PCB-PAST	54.3	No	Self-training with progressive augmentation for ...	2019-07-31	Code
13	AD-Cluster	54.1	No	AD-Cluster: Augmented Discriminative Clustering ...	2020-04-19	-
14	SSG	53.4	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
15	MMCL	51.4	No	Unsupervised Person Re-identification via Multi-...	2020-04-20	-
16	UDAP	49	No	Unsupervised Domain Adaptive Re-Identification: ...	2018-07-30	Code
17	PDA-Net	45.1	No	Cross-Dataset Person Re-Identification via Unsup...	2019-09-20	-
18	CBN+ECN	44.9	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
19	ENC	40.4	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
20	UCDA	31	No	A Novel Unsupervised Camera-aware Domain Adaptat...	2019-04-06	-
21	CFSM	27.3	No	Disjoint Label Space Transfer Learning with Comm...	2018-12-06	-
22	DG-Net	24.25	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
23	TJ-AIDL	23	No	Transferable Joint Attribute-Identity Deep Learn...	2018-03-26	-
24	SPGAN	22.3	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
25	OG-Net	13.7	No	Parameter-Efficient Person Re-identification in ...	2020-06-08	Code

#1CORE-ReID
74.8
mAP
No paperCode
#2LF2SOTA
73.5
mAP· 2022-05-19
Learning Feature Fusion for Unsupervised Domain Adaptive Person Re-identification Code
#3CCTSESOTA
72.6
mAP· 2021-03-21
Unsupervised and self-adaptative techniques for cross-domain person re-identification Code
#4EvoADA
71.4
mAP· 2021-03-25
On Evolving Attention Towards Domain Adaptation
#5AWBSOTA
71
mAP· 2020-06-11
Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond Code
#6SpCLSOTA
68.8
mAP· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#7MMTSOTA
65.1
mAP· 2020-01-06
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification Code
#8SDA
61.4
mAP· 2020-03-14
Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID Code
#9SNR
58.1
mAP· 2020-05-22
Style Normalization and Restitution for Generalizable Person Re-identification Code
#10ACTSOTA
54.5
mAP· 2019-12-03
Asymmetric Co-Teaching for Unsupervised Cross Domain Person Re-Identification Code
#11ECN++SOTA
54.4
mAP· 2019-08-01
Learning to Adapt Invariance in Memory for Person Re-identification
#12PCB-PASTSOTA
54.3
mAP· 2019-07-31
Self-training with progressive augmentation for unsupervised cross-domain person re-identification Code
#13AD-Cluster
54.1
mAP· 2020-04-19
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification
#14SSGSOTA
53.4
mAP· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#15MMCL
51.4
mAP· 2020-04-20
Unsupervised Person Re-identification via Multi-label Classification
#16UDAPSOTA
49
mAP· 2018-07-30
Unsupervised Domain Adaptive Re-Identification: Theory and Practice Code
#17PDA-Net
45.1
mAP· 2019-09-20
Cross-Dataset Person Re-Identification via Unsupervised Pose Disentanglement and Adaptation
#18CBN+ECN
44.9
mAP· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#19ENC
40.4
mAP· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#20UCDA
31
mAP· 2019-04-06
A Novel Unsupervised Camera-aware Domain Adaptation Framework for Person Re-identification
#21CFSM
27.3
mAP· 2018-12-06
Disjoint Label Space Transfer Learning with Common Factorised Space
#22DG-Net
24.25
mAP· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#23TJ-AIDLSOTA
23
mAP· 2018-03-26
Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification
#24SPGANSOTA
22.3
mAP· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#25OG-Net
13.7
mAP· 2020-06-08
Parameter-Efficient Person Re-identification in the 3D Space Code