Vehicle Re-Identification on VehicleID Medium

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	Recall@k Surrogate loss (ViT-B/16)	95.2	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
2	Recall@k Surrogate loss (ResNet-50)	94.6	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
3	PNP Loss	94.2	No	Rethinking the Optimization of Average Precision...	2021-02-09	Code
4	RPTM	93.3	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
5	Smooth-AP	93.3	No	Smooth-AP: Smoothing the Path Towards Large-Scal...	2020-07-23	Code
6	ANet	82.8	No	AttributeNet: Attribute Enhanced Vehicle Re-Iden...	2021-02-07	-
7	vehiclenet	81.35	Yes	VehicleNet: Learning Robust Visual Representatio...	2020-04-14	Code
8	CAL	78.2	No	Counterfactual Attention Learning for Fine-Grain...	2021-08-19	Code

#1Recall@k Surrogate loss (ViT-B/16)SOTA
95.2
Rank-1· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#2Recall@k Surrogate loss (ResNet-50)
94.6
Rank-1· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#3PNP LossSOTA
94.2
Rank-1· 2021-02-09
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough Code
#4RPTM
93.3
Rank-1· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#5Smooth-APSOTA
93.3
Rank-1· 2020-07-23
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval Code
#6ANet
82.8
Rank-1· 2021-02-07
AttributeNet: Attribute Enhanced Vehicle Re-Identification
#7vehiclenetSOTA
81.35
Rank-1· Extra Data· 2020-04-14
VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification Code
#8CAL
78.2
Rank-1· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Code