Intelligent Surveillance on VehicleID Large

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	Recall@k Surrogate loss (ViT-B/16)	94.7	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
2	Recall@k Surrogate loss (ResNet-50)	93.8	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
3	PNP Loss	93.2	No	Rethinking the Optimization of Average Precision...	2021-02-09	Code
4	RPTM	92.9	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
5	Smooth-AP	91.9	No	Smooth-AP: Smoothing the Path Towards Large-Scal...	2020-07-23	Code
6	ANet	80.5	No	AttributeNet: Attribute Enhanced Vehicle Re-Iden...	2021-02-07	-
7	vehiclenet	79.46	Yes	VehicleNet: Learning Robust Visual Representatio...	2020-04-14	Code
8	MSINet (2.3M w/o RK)	77.9	No	MSINet: Twins Contrastive Search of Multi-Scale ...	2023-03-13	Code
9	CAL	75.1	No	Counterfactual Attention Learning for Fine-Grain...	2021-08-19	Code

#1Recall@k Surrogate loss (ViT-B/16)SOTA
94.7
Rank-1· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#2Recall@k Surrogate loss (ResNet-50)
93.8
Rank-1· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#3PNP LossSOTA
93.2
Rank-1· 2021-02-09
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough Code
#4RPTM
92.9
Rank-1· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#5Smooth-APSOTA
91.9
Rank-1· 2020-07-23
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval Code
#6ANet
80.5
Rank-1· 2021-02-07
AttributeNet: Attribute Enhanced Vehicle Re-Identification
#7vehiclenetSOTA
79.46
Rank-1· Extra Data· 2020-04-14
VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification Code
#8MSINet (2.3M w/o RK)
77.9
Rank-1· 2023-03-13
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID Code
#9CAL
75.1
Rank-1· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Code