Intelligent Surveillance on VehicleID Small

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#	Model↕	Rank-5▼	Extra Data	Paper	Date↕	Code
1	Recall@k Surrogate loss (ViT-B/16)	98	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
2	Recall@k Surrogate loss (ResNet-50)	97.9	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
3	PNP Loss	97.8	No	Rethinking the Optimization of Average Precision...	2021-02-09	Code
4	ANet	97.8	No	AttributeNet: Attribute Enhanced Vehicle Re-Iden...	2021-02-07	-
5	Smooth-AP	97.6	No	Smooth-AP: Smoothing the Path Towards Large-Scal...	2020-07-23	Code
6	RPTM	97.4	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
7	CLIP-ReID (without re-ranking)	97.2	No	CLIP-ReID: Exploiting Vision-Language Model for ...	2022-11-25	Code

#1Recall@k Surrogate loss (ViT-B/16)SOTA
98
Rank-5· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#2Recall@k Surrogate loss (ResNet-50)
97.9
Rank-5· 2021-08-25
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Code
#3PNP Loss
97.8
Rank-5· 2021-02-09
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough Code
#4ANetSOTA
97.8
Rank-5· 2021-02-07
AttributeNet: Attribute Enhanced Vehicle Re-Identification
#5Smooth-APSOTA
97.6
Rank-5· 2020-07-23
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval Code
#6RPTM
97.4
Rank-5· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#7CLIP-ReID (without re-ranking)
97.2
Rank-5· 2022-11-25
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels Code