Intelligent Surveillance on VehicleID Medium

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)	97.2	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
2	Recall@k Surrogate loss (ResNet-50)	96.9	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
3	PNP Loss	96.9	No	Rethinking the Optimization of Average Precision...	2021-02-09	Code
4	RPTM	96.5	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
5	Smooth-AP	96.4	No	Smooth-AP: Smoothing the Path Towards Large-Scal...	2020-07-23	Code
6	ANet	96.2	No	AttributeNet: Attribute Enhanced Vehicle Re-Iden...	2021-02-07	-

#1Recall@k Surrogate loss (ViT-B/16)SOTA
97.2
Rank-5· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#2Recall@k Surrogate loss (ResNet-50)
96.9
Rank-5· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#3PNP LossSOTA
96.9
Rank-5· 2021-02-09
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough Code
#4RPTM
96.5
Rank-5· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#5Smooth-APSOTA
96.4
Rank-5· 2020-07-23
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval Code
#6ANet
96.2
Rank-5· 2021-02-07
AttributeNet: Attribute Enhanced Vehicle Re-Identification