Intelligent Surveillance on VehicleID Large

Metric: Rank-5 (higher is better)

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#	Model↕	Rank-5▼	Extra Data	Paper	Date↕	Code
1	Recall@k Surrogate loss (ViT-B/16)	97.1	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
2	Recall@k Surrogate loss (ResNet-50)	96.6	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
3	PNP Loss	96.6	No	Rethinking the Optimization of Average Precision...	2021-02-09	Code
4	RPTM	96.3	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
5	Smooth-AP	96.2	No	Smooth-AP: Smoothing the Path Towards Large-Scal...	2020-07-23	Code
6	ANet	94.6	No	AttributeNet: Attribute Enhanced Vehicle Re-Iden...	2021-02-07	-
7	MSINet (2.3M w/o RK)	91.7	No	MSINet: Twins Contrastive Search of Multi-Scale ...	2023-03-13	Code

#1Recall@k Surrogate loss (ViT-B/16)SOTA
97.1
Rank-5· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#2Recall@k Surrogate loss (ResNet-50)
96.6
Rank-5· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#3PNP LossSOTA
96.6
Rank-5· 2021-02-09
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough Code
#4RPTM
96.3
Rank-5· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#5Smooth-APSOTA
96.2
Rank-5· 2020-07-23
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval Code
#6ANet
94.6
Rank-5· 2021-02-07
AttributeNet: Attribute Enhanced Vehicle Re-Identification
#7MSINet (2.3M w/o RK)
91.7
Rank-5· 2023-03-13
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID Code