Person Re-Identification on DukeMTMC-reID

Metric: Rank-10 (higher is better)

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#	Model↕	Rank-10▼	Extra Data	Paper	Date↕	Code
1	CTL Model (ResNet50, 256x128)	97.9	No	On the Unreasonable Effectiveness of Centroids i...	2021-04-28	Code
2	MBNET	96.9	No	-	-	Code
3	GPS (without re-ranking)	96.7	No	Graph-based Person Signature for Person Re-Ident...	2021-04-14	Code
4	CAP	95.4	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
5	CBN+BoT*	95.2	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
6	P2-Net (triplet loss)	95	No	Beyond Human Parts: Dual Part-Aligned Representa...	2019-10-22	Code
7	HHCL(ResNet50 w/o RK)	94.6	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
8	CBN	94.1	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
9	TMGF	94.1	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
10	ICE	94.1	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
11	CACL	93.8	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
12	Group Sampling	93.5	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
13	SpCL	92.2	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
14	CAP	91.8	No	Context-aware Attentional Pooling (CAP) for Fine...	2021-01-17	Code
15	Self-Similarity Grouping (one shot)	87.7	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
16	ECN	80.4	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
17	Dispersion based Clustering	70.1	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
18	SPGAN+LMP	68	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
19	PTGAN	50.7	No	Person Transfer GAN to Bridge Domain Gap for Per...	2017-11-23	Code
20	PUL	48.5	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code

#1CTL Model (ResNet50, 256x128)SOTA
97.9
Rank-10· 2021-04-28
On the Unreasonable Effectiveness of Centroids in Image Retrieval Code
#2MBNET
96.9
Rank-10
No paperCode
#3GPS (without re-ranking)SOTA
96.7
Rank-10· 2021-04-14
Graph-based Person Signature for Person Re-Identifications Code
#4CAPSOTA
95.4
Rank-10· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#5CBN+BoT*SOTA
95.2
Rank-10· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#6P2-Net (triplet loss)SOTA
95
Rank-10· 2019-10-22
Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification Code
#7HHCL(ResNet50 w/o RK)
94.6
Rank-10· 2021-09-25
Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification Code
#8CBN
94.1
Rank-10· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#9TMGF
94.1
Rank-10· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#10ICE
94.1
Rank-10· 2021-03-30
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Code
#11CACL
93.8
Rank-10· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#12Group Sampling
93.5
Rank-10· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#13SpCL
92.2
Rank-10· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#14CAP
91.8
Rank-10· 2021-01-17
Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification Code
#15Self-Similarity Grouping (one shot)SOTA
87.7
Rank-10· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#16ECN
80.4
Rank-10· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#17Dispersion based Clustering
70.1
Rank-10· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#18SPGAN+LMPSOTA
68
Rank-10· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#19PTGAN
50.7
Rank-10· 2017-11-23
Person Transfer GAN to Bridge Domain Gap for Person Re-Identification Code
#20PULSOTA
48.5
Rank-10· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code