Domain Adaptation on Duke to Market

Metric: rank-5 (higher is better)

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#	Model↕	rank-5▼	Augmentations	Paper	Date↕	Code
1	CORE-ReID	97.7	No	-	-	Code
2	AWB	97.2	No	Attentive WaveBlock: Complementarity-enhanced Mu...	2020-06-11	Code
3	CCTSE	96.9	No	Unsupervised and self-adaptative techniques for ...	2021-03-21	Code
4	SpCL	96.2	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
5	MMT	94.9	No	Mutual Mean-Teaching: Pseudo Label Refinery for ...	2020-01-06	Code
6	SDA	94.4	No	Structured Domain Adaptation with Online Relatio...	2020-03-14	Code
7	AD-Cluster	94.4	No	AD-Cluster: Augmented Discriminative Clustering ...	2020-04-19	-
8	ECN++	92.8	No	Learning to Adapt Invariance in Memory for Perso...	2019-08-01	-
9	MMCL	92.8	No	Unsupervised Person Re-identification via Multi-...	2020-04-20	-
10	CBN+ECN	91.9	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
11	SSG	90	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
12	UDAP	89.5	No	Unsupervised Domain Adaptive Re-Identification: ...	2018-07-30	Code
13	PDA-Net	86.3	No	Cross-Dataset Person Re-Identification via Unsup...	2019-09-20	-
14	ARN	80.4	No	Adaptation and Re-Identification Network: An Uns...	2018-04-25	-
15	TJ-AIDL	74.8	No	Transferable Joint Attribute-Identity Deep Learn...	2018-03-26	-
16	DG-Net	72.18	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
17	SPGAN	70.1	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code

#1CORE-ReID
97.7
rank-5
No paperCode
#2AWBSOTA
97.2
rank-5· 2020-06-11
Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond Code
#3CCTSE
96.9
rank-5· 2021-03-21
Unsupervised and self-adaptative techniques for cross-domain person re-identification Code
#4SpCLSOTA
96.2
rank-5· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#5MMTSOTA
94.9
rank-5· 2020-01-06
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification Code
#6SDA
94.4
rank-5· 2020-03-14
Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID Code
#7AD-Cluster
94.4
rank-5· 2020-04-19
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification
#8ECN++SOTA
92.8
rank-5· 2019-08-01
Learning to Adapt Invariance in Memory for Person Re-identification
#9MMCL
92.8
rank-5· 2020-04-20
Unsupervised Person Re-identification via Multi-label Classification
#10CBN+ECN
91.9
rank-5· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#11SSGSOTA
90
rank-5· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#12UDAPSOTA
89.5
rank-5· 2018-07-30
Unsupervised Domain Adaptive Re-Identification: Theory and Practice Code
#13PDA-Net
86.3
rank-5· 2019-09-20
Cross-Dataset Person Re-Identification via Unsupervised Pose Disentanglement and Adaptation
#14ARNSOTA
80.4
rank-5· 2018-04-25
Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification
#15TJ-AIDLSOTA
74.8
rank-5· 2018-03-26
Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification
#16DG-Net
72.18
rank-5· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#17SPGANSOTA
70.1
rank-5· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code