Person Re-Identification on SYSU-30k

Metric: Rank-1 (higher is better)

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	IICS (generalization)	36	Yes	Intra-Inter Camera Similarity for Unsupervised P...	2021-03-22	Code
2	DGL (weakly-supervised)	26.9	No	Weakly Supervised Person Re-ID: Differentiable G...	2019-04-08	Code
3	MGN (generalization)	23.6	Yes	Learning Discriminative Features with Multiple G...	2018-04-04	Code
4	Triplet (self-supervised)	14.8	Yes	Solving Inefficiency of Self-supervised Represen...	2021-04-18	Code
5	Triplet	14.8	No	Solving Inefficiency of Self-supervised Represen...	2021-04-18	Code
6	BYOL (self-supervised)	12.7	Yes	Bootstrap your own latent: A new approach to sel...	2020-06-13	Code
7	BYOL	12.7	No	Bootstrap your own latent: A new approach to sel...	2020-06-13	Code
8	MoCo v2 (self-supervised)	11.6	Yes	Improved Baselines with Momentum Contrastive Lea...	2020-03-09	Code
9	MoCo v2	11.6	No	Improved Baselines with Momentum Contrastive Lea...	2020-03-09	Code
10	DARI (generalization)	11.2	Yes	DARI: Distance metric And Representation Integra...	2016-04-15	-
11	SimCLR (self-supervised)	10.9	Yes	A Simple Framework for Contrastive Learning of V...	2020-02-13	Code
12	SimCLR	10.9	No	A Simple Framework for Contrastive Learning of V...	2020-02-13	Code
13	DF (generalization)	10.3	Yes	Deep Feature Learning with Relative Distance Com...	2015-12-11	-

#1IICS (generalization)SOTA
36
Rank-1· Extra Data· 2021-03-22
Intra-Inter Camera Similarity for Unsupervised Person Re-Identification Code
#2DGL (weakly-supervised)SOTA
26.9
Rank-1· 2019-04-08
Weakly Supervised Person Re-ID: Differentiable Graphical Learning and A New Benchmark Code
#3MGN (generalization)SOTA
23.6
Rank-1· Extra Data· 2018-04-04
Learning Discriminative Features with Multiple Granularities for Person Re-Identification Code
#4Triplet (self-supervised)
14.8
Rank-1· Extra Data· 2021-04-18
Solving Inefficiency of Self-supervised Representation Learning Code
#5Triplet
14.8
Rank-1· 2021-04-18
Solving Inefficiency of Self-supervised Representation Learning Code
#6BYOL (self-supervised)
12.7
Rank-1· Extra Data· 2020-06-13
Bootstrap your own latent: A new approach to self-supervised Learning Code
#7BYOL
12.7
Rank-1· 2020-06-13
Bootstrap your own latent: A new approach to self-supervised Learning Code
#8MoCo v2 (self-supervised)
11.6
Rank-1· Extra Data· 2020-03-09
Improved Baselines with Momentum Contrastive Learning Code
#9MoCo v2
11.6
Rank-1· 2020-03-09
Improved Baselines with Momentum Contrastive Learning Code
#10DARI (generalization)SOTA
11.2
Rank-1· Extra Data· 2016-04-15
DARI: Distance metric And Representation Integration for Person Verification
#11SimCLR (self-supervised)
10.9
Rank-1· Extra Data· 2020-02-13
A Simple Framework for Contrastive Learning of Visual Representations Code
#12SimCLR
10.9
Rank-1· 2020-02-13
A Simple Framework for Contrastive Learning of Visual Representations Code
#13DF (generalization)SOTA
10.3
Rank-1· Extra Data· 2015-12-11
Deep Feature Learning with Relative Distance Comparison for Person Re-identification