Person Re-Identification on MARS

Metric: Rank-1 (higher is better)

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	DenseIL	90.8	No	Dense Interaction Learning for Video-based Perso...	2021-03-16	-
2	STMN	90.5	No	Video-based Person Re-identification with Spatia...	2021-08-20	Code
3	STRF	90.3	No	Spatio-Temporal Representation Factorization for...	2021-07-25	-
4	PiT	90.22	No	Multi-direction and Multi-scale Pyramid in Trans...	2022-02-12	Code
5	mgh	90	No	Learning Multi-Granular Hypergraphs for Video-Ba...	2021-04-30	Code
6	NVAN	90	No	Spatially and Temporally Efficient Non-local Att...	2019-08-05	Code
7	AGRL	89.8	No	Adaptive Graph Representation Learning for Video...	2019-09-05	Code
8	FGReID	89.6	Yes	Fine-Grained Re-Identification	2020-11-26	Code
9	VKD (ResVKD-50bam)	89.4	No	Robust Re-Identification by Multiple Views Knowl...	2020-07-08	Code
10	B-BOT + Attention and CL loss	88.6	No	Video Person Re-ID: Fantastic Techniques and Whe...	2019-11-21	Code
11	Baseline + GS + SC (ours)	88.32	No	Cloth-Changing Person Re-identification from A S...	2021-03-29	Code
12	TKP	84	No	Temporal Knowledge Propagation for Image-to-Vide...	2019-08-11	Code
13	TriNet (RK)	81.21	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
14	TriNet	79.8	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
15	LuNet (RK)	78.48	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
16	PSE+ ECN (rank-dist)	76.7	No	A Pose-Sensitive Embedding for Person Re-Identif...	2017-11-28	Code
17	LuNet	75.56	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
18	UTAL	49.9	No	Unsupervised Tracklet Person Re-Identification	2019-03-01	Code

#1DenseILSOTA
90.8
Rank-1· 2021-03-16
Dense Interaction Learning for Video-based Person Re-identification
#2STMN
90.5
Rank-1· 2021-08-20
Video-based Person Re-identification with Spatial and Temporal Memory Networks Code
#3STRF
90.3
Rank-1· 2021-07-25
Spatio-Temporal Representation Factorization for Video-based Person Re-Identification
#4PiT
90.22
Rank-1· 2022-02-12
Multi-direction and Multi-scale Pyramid in Transformer for Video-based Pedestrian Retrieval Code
#5mgh
90
Rank-1· 2021-04-30
Learning Multi-Granular Hypergraphs for Video-Based Person Re-Identification Code
#6NVANSOTA
90
Rank-1· 2019-08-05
Spatially and Temporally Efficient Non-local Attention Network for Video-based Person Re-Identification Code
#7AGRL
89.8
Rank-1· 2019-09-05
Adaptive Graph Representation Learning for Video Person Re-identification Code
#8FGReID
89.6
Rank-1· Extra Data· 2020-11-26
Fine-Grained Re-Identification Code
#9VKD (ResVKD-50bam)
89.4
Rank-1· 2020-07-08
Robust Re-Identification by Multiple Views Knowledge Distillation Code
#10B-BOT + Attention and CL loss
88.6
Rank-1· 2019-11-21
Video Person Re-ID: Fantastic Techniques and Where to Find Them Code
#11Baseline + GS + SC (ours)
88.32
Rank-1· 2021-03-29
Cloth-Changing Person Re-identification from A Single Image with Gait Prediction and Regularization Code
#12TKP
84
Rank-1· 2019-08-11
Temporal Knowledge Propagation for Image-to-Video Person Re-identification Code
#13TriNet (RK)SOTA
81.21
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#14TriNet
79.8
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#15LuNet (RK)
78.48
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#16PSE+ ECN (rank-dist)
76.7
Rank-1· 2017-11-28
A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking Code
#17LuNet
75.56
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#18UTAL
49.9
Rank-1· 2019-03-01
Unsupervised Tracklet Person Re-Identification Code