Person Re-Identification on Market-1501-C

Metric: Rank-1 (higher is better)

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	TransReID	53.19	No	TransReID: Transformer-based Object Re-Identific...	2021-02-08	Code
2	CaceNet	42.92	No	Devil in the Details: Towards Accurate Single an...	2018-09-17	Code
3	PLR-OS	37.56	No	Learning Diverse Features with Part-Level Resolu...	2020-01-21	Code
4	RRID	36.57	No	Relation Network for Person Re-identification	2019-11-21	Code
5	Pyramid	35.72	No	Pyramidal Person Re-IDentification via Multi-Los...	2018-10-29	Code
6	PCB	34.93	No	Beyond Part Models: Person Retrieval with Refine...	2017-11-26	Code
7	SBS (ResNet-50)	34.13	No	FastReID: A Pytorch Toolbox for General Instance...	2020-06-04	Code
8	BDB	33.79	No	Batch DropBlock Network for Person Re-identifica...	2018-11-17	Code
9	MHN	33.29	No	Mixed High-Order Attention Network for Person Re...	2019-08-16	Code
10	AGW (ResNet-50)	31.9	No	Deep Learning for Person Re-identification: A Su...	2020-01-13	Code
11	DG-Net	31.75	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
12	VPM	31.17	No	Perceive Where to Focus: Learning Visibility-awa...	2019-04-01	Code
13	Aligned++	31	No	AlignedReID: Surpassing Human-Level Performance ...	2017-11-22	Code
14	OS-Net	30.94	No	Omni-Scale Feature Learning for Person Re-Identi...	2019-05-02	Code
15	ABD-Net	29.65	No	ABD-Net: Attentive but Diverse Person Re-Identif...	2019-08-03	Code
16	MGN	29.56	No	Learning Discriminative Features with Multiple G...	2018-04-04	Code
17	F-LGPR	29.35	No	A Person Re-identification Data Augmentation Met...	2021-01-21	Code
18	TDB	28.56	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
19	LGPR	27.72	No	A Person Re-identification Data Augmentation Met...	2021-01-21	Code
20	BoT (ResNet-50)	27.05	No	Bag of Tricks and A Strong Baseline for Deep Per...	2019-03-17	Code

#1TransReIDSOTA
53.19
Rank-1· 2021-02-08
TransReID: Transformer-based Object Re-Identification Code
#2CaceNetSOTA
42.92
Rank-1· 2018-09-17
Devil in the Details: Towards Accurate Single and Multiple Human Parsing Code
#3PLR-OS
37.56
Rank-1· 2020-01-21
Learning Diverse Features with Part-Level Resolution for Person Re-Identification Code
#4RRID
36.57
Rank-1· 2019-11-21
Relation Network for Person Re-identification Code
#5Pyramid
35.72
Rank-1· 2018-10-29
Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training Code
#6PCBSOTA
34.93
Rank-1· 2017-11-26
Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)Code
#7SBS (ResNet-50)
34.13
Rank-1· 2020-06-04
FastReID: A Pytorch Toolbox for General Instance Re-identification Code
#8BDB
33.79
Rank-1· 2018-11-17
Batch DropBlock Network for Person Re-identification and Beyond Code
#9MHN
33.29
Rank-1· 2019-08-16
Mixed High-Order Attention Network for Person Re-Identification Code
#10AGW (ResNet-50)
31.9
Rank-1· 2020-01-13
Deep Learning for Person Re-identification: A Survey and Outlook Code
#11DG-Net
31.75
Rank-1· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#12VPM
31.17
Rank-1· 2019-04-01
Perceive Where to Focus: Learning Visibility-aware Part-level Features for Partial Person Re-identification Code
#13Aligned++SOTA
31
Rank-1· 2017-11-22
AlignedReID: Surpassing Human-Level Performance in Person Re-Identification Code
#14OS-Net
30.94
Rank-1· 2019-05-02
Omni-Scale Feature Learning for Person Re-Identification Code
#15ABD-Net
29.65
Rank-1· 2019-08-03
ABD-Net: Attentive but Diverse Person Re-Identification Code
#16MGN
29.56
Rank-1· 2018-04-04
Learning Discriminative Features with Multiple Granularities for Person Re-Identification Code
#17F-LGPR
29.35
Rank-1· 2021-01-21
A Person Re-identification Data Augmentation Method with Adversarial Defense Effect Code
#18TDB
28.56
Rank-1· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#19LGPR
27.72
Rank-1· 2021-01-21
A Person Re-identification Data Augmentation Method with Adversarial Defense Effect Code
#20BoT (ResNet-50)
27.05
Rank-1· 2019-03-17
Bag of Tricks and A Strong Baseline for Deep Person Re-identification Code