Intelligent Surveillance on VeRi-776

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	MBR4B-LAI (w/ RK)	92.1	No	Strength in Diversity: Multi-Branch Representati...	2023-10-02	Code
2	RPTM	88	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
3	A Strong Baseline	87.1	No	A Strong Baseline for Vehicle Re-Identification	2021-04-22	Code
4	MBR4B-LAI (without re-ranking)	86	No	Strength in Diversity: Multi-Branch Representati...	2023-10-02	Code
5	MBR4B (without re-ranking)	84.72	No	Strength in Diversity: Multi-Branch Representati...	2023-10-02	Code
6	CLIP-ReID (without re-ranking)	84.5	No	CLIP-ReID: Exploiting Vision-Language Model for ...	2022-11-25	Code
7	VehicleNet	83.41	No	VehicleNet: Learning Robust Visual Representatio...	2020-04-14	Code
8	ProNet++ (ResNet50)	83.4	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
9	TransReID	82.3	No	TransReID: Transformer-based Object Re-Identific...	2021-02-08	Code
10	CA-Jaccard	81.4	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
11	ANet	81.2	No	AttributeNet: Attribute Enhanced Vehicle Re-Iden...	2021-02-07	-
12	GiT	80.34	No	GiT: Graph Interactive Transformer for Vehicle R...	2021-07-12	-
13	HPGN	80.18	No	Exploring Spatial Significance via Hybrid Pyrami...	2020-05-29	Code
14	MSINet (2.3M w/o RK)	78.8	No	MSINet: Twins Contrastive Search of Multi-Scale ...	2023-03-13	Code
15	CAL	74.3	No	Counterfactual Attention Learning for Fine-Grain...	2021-08-19	Code
16	QD-DLF	61.83	No	Vehicle Re-identification Using Quadruple Direct...	2018-11-13	-
17	Cluster Contrast	40.8	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code

#1MBR4B-LAI (w/ RK)SOTA
92.1
mAP· 2023-10-02
Strength in Diversity: Multi-Branch Representation Learning for Vehicle Re-Identification Code
#2RPTMSOTA
88
mAP· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#3A Strong BaselineSOTA
87.1
mAP· 2021-04-22
A Strong Baseline for Vehicle Re-Identification Code
#4MBR4B-LAI (without re-ranking)
86
mAP· 2023-10-02
Strength in Diversity: Multi-Branch Representation Learning for Vehicle Re-Identification Code
#5MBR4B (without re-ranking)
84.72
mAP· 2023-10-02
Strength in Diversity: Multi-Branch Representation Learning for Vehicle Re-Identification Code
#6CLIP-ReID (without re-ranking)
84.5
mAP· 2022-11-25
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels Code
#7VehicleNetSOTA
83.41
mAP· 2020-04-14
VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification Code
#8ProNet++ (ResNet50)
83.4
mAP· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#9TransReID
82.3
mAP· 2021-02-08
TransReID: Transformer-based Object Re-Identification Code
#10CA-Jaccard
81.4
mAP· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#11ANet
81.2
mAP· 2021-02-07
AttributeNet: Attribute Enhanced Vehicle Re-Identification
#12GiT
80.34
mAP· 2021-07-12
GiT: Graph Interactive Transformer for Vehicle Re-identification
#13HPGN
80.18
mAP· 2020-05-29
Exploring Spatial Significance via Hybrid Pyramidal Graph Network for Vehicle Re-identification Code
#14MSINet (2.3M w/o RK)
78.8
mAP· 2023-03-13
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID Code
#15CAL
74.3
mAP· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Code
#16QD-DLFSOTA
61.83
mAP· 2018-11-13
Vehicle Re-identification Using Quadruple Directional Deep Learning Features
#17Cluster Contrast
40.8
mAP· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code