Person Re-Identification on MARS

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	B-BOT + OSM + CL Centers* (Re-rank)	88.5	No	Video Person Re-ID: Fantastic Techniques and Whe...	2019-11-21	Code
2	DenseIL	87	No	Dense Interaction Learning for Video-based Perso...	2021-03-16	-
3	PiT	86.8	No	Multi-direction and Multi-scale Pyramid in Trans...	2022-02-12	Code
4	FGReID	86.2	Yes	Fine-Grained Re-Identification	2020-11-26	Code
5	STRF	86.1	No	Spatio-Temporal Representation Factorization for...	2021-07-25	-
6	mgh	85.8	No	Learning Multi-Granular Hypergraphs for Video-Ba...	2021-04-30	Code
7	PSTA	85.8	No	-	-	Code
8	STMN	84.5	No	Video-based Person Re-identification with Spatia...	2021-08-20	Code
9	VKD (ResVKD-50bam)	83.1	No	Robust Re-Identification by Multiple Views Knowl...	2020-07-08	Code
10	B-BOT + Attention and CL loss*	82.9	No	Video Person Re-ID: Fantastic Techniques and Whe...	2019-11-21	Code
11	NVAN	82.8	No	Spatially and Temporally Efficient Non-local Att...	2019-08-05	Code
12	AGRL	81.1	No	Adaptive Graph Representation Learning for Video...	2019-09-05	Code
13	Baseline + GS + SC (ours)	80.41	No	Cloth-Changing Person Re-identification from A S...	2021-03-29	Code
14	TriNet (RK)	77.43	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
15	LuNet (RK)	73.68	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
16	TKP	73.3	No	Temporal Knowledge Propagation for Image-to-Vide...	2019-08-11	Code
17	AuxUSLReID	72.4	No	A High-Accuracy Unsupervised Person Re-identific...	2022-05-06	Code
18	PSE+ ECN (rank-dist)	71.8	No	A Pose-Sensitive Embedding for Person Re-Identif...	2017-11-28	Code
19	TriNet	67.7	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
20	LuNet	60.48	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
21	UTAL	35.2	No	Unsupervised Tracklet Person Re-Identification	2019-03-01	Code

#1B-BOT + OSM + CL Centers* (Re-rank)SOTA
88.5
mAP· 2019-11-21
Video Person Re-ID: Fantastic Techniques and Where to Find Them Code
#2DenseIL
87
mAP· 2021-03-16
Dense Interaction Learning for Video-based Person Re-identification
#3PiT
86.8
mAP· 2022-02-12
Multi-direction and Multi-scale Pyramid in Transformer for Video-based Pedestrian Retrieval Code
#4FGReID
86.2
mAP· Extra Data· 2020-11-26
Fine-Grained Re-Identification Code
#5STRF
86.1
mAP· 2021-07-25
Spatio-Temporal Representation Factorization for Video-based Person Re-Identification
#6mgh
85.8
mAP· 2021-04-30
Learning Multi-Granular Hypergraphs for Video-Based Person Re-Identification Code
#7PSTA
85.8
mAP
No paperCode
#8STMN
84.5
mAP· 2021-08-20
Video-based Person Re-identification with Spatial and Temporal Memory Networks Code
#9VKD (ResVKD-50bam)
83.1
mAP· 2020-07-08
Robust Re-Identification by Multiple Views Knowledge Distillation Code
#10B-BOT + Attention and CL loss*
82.9
mAP· 2019-11-21
Video Person Re-ID: Fantastic Techniques and Where to Find Them Code
#11NVANSOTA
82.8
mAP· 2019-08-05
Spatially and Temporally Efficient Non-local Attention Network for Video-based Person Re-Identification Code
#12AGRL
81.1
mAP· 2019-09-05
Adaptive Graph Representation Learning for Video Person Re-identification Code
#13Baseline + GS + SC (ours)
80.41
mAP· 2021-03-29
Cloth-Changing Person Re-identification from A Single Image with Gait Prediction and Regularization Code
#14TriNet (RK)SOTA
77.43
mAP· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#15LuNet (RK)
73.68
mAP· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#16TKP
73.3
mAP· 2019-08-11
Temporal Knowledge Propagation for Image-to-Video Person Re-identification Code
#17AuxUSLReID
72.4
mAP· 2022-05-06
A High-Accuracy Unsupervised Person Re-identification Method Using Auxiliary Information Mined from Datasets Code
#18PSE+ ECN (rank-dist)
71.8
mAP· 2017-11-28
A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking Code
#19TriNet
67.7
mAP· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#20LuNet
60.48
mAP· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#21UTAL
35.2
mAP· 2019-03-01
Unsupervised Tracklet Person Re-Identification Code