Person Re-Identification on Market-1501-C

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	TransReID	27.38	No	TransReID: Transformer-based Object Re-Identific...	2021-02-08	Code
2	CaceNet	18.24	No	Devil in the Details: Towards Accurate Single an...	2018-09-17	Code
3	PLR-OS	14.23	No	Learning Diverse Features with Part-Level Resolu...	2020-01-21	Code
4	RRID	14.23	No	Relation Network for Person Re-identification	2019-11-21	Code
5	Pyramid	12.75	No	Pyramidal Person Re-IDentification via Multi-Los...	2018-10-29	Code
6	PCB	12.72	No	Beyond Part Models: Person Retrieval with Refine...	2017-11-26	Code
7	AGW (ResNet-50)	12.13	No	Deep Learning for Person Re-identification: A Su...	2020-01-13	Code
8	SBS (ResNet-50)	11.54	No	FastReID: A Pytorch Toolbox for General Instance...	2020-06-04	Code
9	BDB	10.95	No	Batch DropBlock Network for Person Re-identifica...	2018-11-17	Code
10	Aligned++	10.95	No	AlignedReID: Surpassing Human-Level Performance ...	2017-11-22	Code
11	MHN	10.69	No	Mixed High-Order Attention Network for Person Re...	2019-08-16	Code
12	OS-Net	10.37	No	Omni-Scale Feature Learning for Person Re-Identi...	2019-05-02	Code
13	VPM	10.15	No	Perceive Where to Focus: Learning Visibility-awa...	2019-04-01	Code
14	DG-Net	9.96	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
15	ABD-Net	9.81	No	ABD-Net: Attentive but Diverse Person Re-Identif...	2019-08-03	Code
16	MGN	9.72	No	Learning Discriminative Features with Multiple G...	2018-04-04	Code
17	F-LGPR	9.08	No	A Person Re-identification Data Augmentation Met...	2021-01-21	Code
18	TDB	8.9	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
19	BoT (ResNet-50)	8.42	No	Bag of Tricks and A Strong Baseline for Deep Per...	2019-03-17	Code
20	LGPR	8.26	No	A Person Re-identification Data Augmentation Met...	2021-01-21	Code

#1TransReIDSOTA
27.38
mAP· 2021-02-08
TransReID: Transformer-based Object Re-Identification Code
#2CaceNetSOTA
18.24
mAP· 2018-09-17
Devil in the Details: Towards Accurate Single and Multiple Human Parsing Code
#3PLR-OS
14.23
mAP· 2020-01-21
Learning Diverse Features with Part-Level Resolution for Person Re-Identification Code
#4RRID
14.23
mAP· 2019-11-21
Relation Network for Person Re-identification Code
#5Pyramid
12.75
mAP· 2018-10-29
Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training Code
#6PCBSOTA
12.72
mAP· 2017-11-26
Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)Code
#7AGW (ResNet-50)
12.13
mAP· 2020-01-13
Deep Learning for Person Re-identification: A Survey and Outlook Code
#8SBS (ResNet-50)
11.54
mAP· 2020-06-04
FastReID: A Pytorch Toolbox for General Instance Re-identification Code
#9BDB
10.95
mAP· 2018-11-17
Batch DropBlock Network for Person Re-identification and Beyond Code
#10Aligned++SOTA
10.95
mAP· 2017-11-22
AlignedReID: Surpassing Human-Level Performance in Person Re-Identification Code
#11MHN
10.69
mAP· 2019-08-16
Mixed High-Order Attention Network for Person Re-Identification Code
#12OS-Net
10.37
mAP· 2019-05-02
Omni-Scale Feature Learning for Person Re-Identification Code
#13VPM
10.15
mAP· 2019-04-01
Perceive Where to Focus: Learning Visibility-aware Part-level Features for Partial Person Re-identification Code
#14DG-Net
9.96
mAP· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#15ABD-Net
9.81
mAP· 2019-08-03
ABD-Net: Attentive but Diverse Person Re-Identification Code
#16MGN
9.72
mAP· 2018-04-04
Learning Discriminative Features with Multiple Granularities for Person Re-Identification Code
#17F-LGPR
9.08
mAP· 2021-01-21
A Person Re-identification Data Augmentation Method with Adversarial Defense Effect Code
#18TDB
8.9
mAP· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#19BoT (ResNet-50)
8.42
mAP· 2019-03-17
Bag of Tricks and A Strong Baseline for Deep Person Re-identification Code
#20LGPR
8.26
mAP· 2021-01-21
A Person Re-identification Data Augmentation Method with Adversarial Defense Effect Code