Person Re-Identification on DukeMTMC-reID

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#	Model↕	Rank-5▼	Extra Data	Paper	Date↕	Code
1	Viewpoint-Aware Loss(RK)	96.5	Yes	Viewpoint-Aware Loss with Angular Regularization...	2019-12-03	Code
2	MBNET	96.45	No	-	-	Code
3	CTL Model (ResNet50, 256x128)	96.2	No	On the Unreasonable Effectiveness of Centroids i...	2021-04-28	Code
4	RPTM	96.1	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
5	ISP	95.5	No	Identity-Guided Human Semantic Parsing for Perso...	2020-07-27	Code
6	GPS (without re-ranking)	95.2	No	Graph-based Person Signature for Person Re-Ident...	2021-04-14	Code
7	CAP	93.7	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
8	P2-Net (triplet loss)	93.1	No	Beyond Human Parts: Dual Part-Aligned Representa...	2019-10-22	Code
9	TMGF	92.9	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
10	CBN+BoT*	92.5	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
11	HHCL(ResNet50 w/o RK)	92.4	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
12	CBN	91.7	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
13	ICE	91.5	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
14	CACL	91.2	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
15	Group Sampling	91.1	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
16	SpCL	90.3	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
17	CAP	89.3	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
18	Self-Similarity Grouping (one shot)	84	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
19	ECN	75.8	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
20	Dispersion based Clustering	64.6	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
21	SPGAN+LMP	62.3	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
22	PUL	43.4	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code

#1Viewpoint-Aware Loss(RK)SOTA
96.5
Rank-5· Extra Data· 2019-12-03
Viewpoint-Aware Loss with Angular Regularization for Person Re-Identification Code
#2MBNET
96.45
Rank-5
No paperCode
#3CTL Model (ResNet50, 256x128)
96.2
Rank-5· 2021-04-28
On the Unreasonable Effectiveness of Centroids in Image Retrieval Code
#4RPTM
96.1
Rank-5· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#5ISP
95.5
Rank-5· 2020-07-27
Identity-Guided Human Semantic Parsing for Person Re-Identification Code
#6GPS (without re-ranking)
95.2
Rank-5· 2021-04-14
Graph-based Person Signature for Person Re-Identifications Code
#7CAP
93.7
Rank-5· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#8P2-Net (triplet loss)SOTA
93.1
Rank-5· 2019-10-22
Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification Code
#9TMGF
92.9
Rank-5· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#10CBN+BoT*
92.5
Rank-5· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#11HHCL(ResNet50 w/o RK)
92.4
Rank-5· 2021-09-25
Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification Code
#12CBN
91.7
Rank-5· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#13ICE
91.5
Rank-5· 2021-03-30
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Code
#14CACL
91.2
Rank-5· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#15Group Sampling
91.1
Rank-5· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#16SpCL
90.3
Rank-5· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#17CAP
89.3
Rank-5· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#18Self-Similarity Grouping (one shot)SOTA
84
Rank-5· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#19ECN
75.8
Rank-5· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#20Dispersion based Clustering
64.6
Rank-5· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#21SPGAN+LMPSOTA
62.3
Rank-5· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#22PULSOTA
43.4
Rank-5· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code