Person Re-Identification on Market-1501

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#	Model↕	Rank-5▼	Extra Data	Paper	Date↕	Code
1	st-ReID(RE, RK)	98.9	Yes	Spatial-Temporal Person Re-identification	2018-12-08	Code
2	PCL-CLIP (L_pcl)	98.8	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
3	PCL-CLIP (L_pcl+L_id)	98.5	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
4	Dual Cluster Contrastive	98.5	No	Dual Cluster Contrastive learning for Object Re-...	2021-12-09	Code
5	GPS (without re-ranking)	98.4	No	Graph-based Person Signature for Person Re-Ident...	2021-04-14	Code
6	Viewpoint-Aware Loss(RK)	98.31	No	Viewpoint-Aware Loss with Angular Regularization...	2019-12-03	Code
7	Deep Constrained Dominant Sets (RK)	98.3	No	Deep Constrained Dominant Sets for Person Re-ide...	2019-04-25	Code
8	P2-Net (triplet loss)	98.2	No	Beyond Human Parts: Dual Part-Aligned Representa...	2019-10-22	Code
9	CA-Jaccard	98.1	Yes	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
10	TMGF	98	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
11	PCL-CLIP (O2CAP)	98	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
12	CBN+BoT*	97.9	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
13	CA-Jaccard	97.9	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
14	PCL-CLIP (CC)	97.8	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
15	PPLR	97.8	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
16	PCL-CLIP (CAP)	97.7	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
17	HHCL(ResNet50 w/o RK)	97.7	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
18	ICE	97.6	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
19	CAP	97.5	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
20	CACL	97.4	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
21	Cluster Contrast	97.2	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
22	CBN	97.1	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
23	Group Sampling	96.6	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
24	CAP	96.3	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
25	IICS	95.2	No	Intra-Inter Camera Similarity for Unsupervised P...	2021-03-22	Code
26	SpCL	95.2	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
27	Self-Similarity Grouping (one shot)	95.2	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
28	TriNet	94.21	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
29	TriNet (RK)	93.38	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
30	LuNet	92.34	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
31	LuNet (RK)	91.89	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
32	ECN	87.6	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
33	Dispersion based Clustering	83	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
34	Dispersion based Clustering	83	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
35	MAR	81.9	No	Unsupervised Person Re-identification by Soft Mu...	2019-03-15	Code
36	SPGAN+LMP	75.8	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
37	PUL	60.7	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code

#1st-ReID(RE, RK)SOTA
98.9
Rank-5· Extra Data· 2018-12-08
Spatial-Temporal Person Re-identification Code
#2PCL-CLIP (L_pcl)
98.8
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#3PCL-CLIP (L_pcl+L_id)
98.5
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#4Dual Cluster Contrastive
98.5
Rank-5· 2021-12-09
Dual Cluster Contrastive learning for Object Re-Identification Code
#5GPS (without re-ranking)
98.4
Rank-5· 2021-04-14
Graph-based Person Signature for Person Re-Identifications Code
#6Viewpoint-Aware Loss(RK)
98.31
Rank-5· 2019-12-03
Viewpoint-Aware Loss with Angular Regularization for Person Re-Identification Code
#7Deep Constrained Dominant Sets (RK)
98.3
Rank-5· 2019-04-25
Deep Constrained Dominant Sets for Person Re-identification Code
#8P2-Net (triplet loss)
98.2
Rank-5· 2019-10-22
Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification Code
#9CA-Jaccard
98.1
Rank-5· Extra Data· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#10TMGF
98
Rank-5· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#11PCL-CLIP (O2CAP)
98
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#12CBN+BoT*
97.9
Rank-5· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#13CA-Jaccard
97.9
Rank-5· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#14PCL-CLIP (CC)
97.8
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#15PPLR
97.8
Rank-5· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Code
#16PCL-CLIP (CAP)
97.7
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#17HHCL(ResNet50 w/o RK)
97.7
Rank-5· 2021-09-25
Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification Code
#18ICE
97.6
Rank-5· 2021-03-30
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Code
#19CAP
97.5
Rank-5· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#20CACL
97.4
Rank-5· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#21Cluster Contrast
97.2
Rank-5· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code
#22CBN
97.1
Rank-5· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#23Group Sampling
96.6
Rank-5· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#24CAP
96.3
Rank-5· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#25IICS
95.2
Rank-5· 2021-03-22
Intra-Inter Camera Similarity for Unsupervised Person Re-Identification Code
#26SpCL
95.2
Rank-5· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#27Self-Similarity Grouping (one shot)SOTA
95.2
Rank-5· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#28TriNetSOTA
94.21
Rank-5· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#29TriNet (RK)
93.38
Rank-5· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#30LuNet
92.34
Rank-5· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#31LuNet (RK)
91.89
Rank-5· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#32ECN
87.6
Rank-5· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#33Dispersion based Clustering
83
Rank-5· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#34Dispersion based Clustering
83
Rank-5· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#35MAR
81.9
Rank-5· 2019-03-15
Unsupervised Person Re-identification by Soft Multilabel Learning Code
#36SPGAN+LMP
75.8
Rank-5· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#37PUL
60.7
Rank-5· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code