Image Retrieval on CARS196

Metric: R@1 (higher is better)

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#	Model↕	R@1▼	Extra Data	Paper	Date↕	Code
1	CGD (MG/SG)	94.8	No	Combination of Multiple Global Descriptors for I...	2019-03-26	Code
2	ProxyNCA++	90.1	No	ProxyNCA++: Revisiting and Revitalizing Proxy Ne...	2020-04-02	Code
3	NormSoftmax2048 (ResNet-50)	89.3	No	Classification is a Strong Baseline for Deep Met...	2018-11-30	Code
4	MES-Loss	87.89	No	-	-	-
5	Margin	86.9	No	Sampling Matters in Deep Embedding Learning	2017-06-23	Code
6	MS512	84.1	No	Multi-Similarity Loss with General Pair Weightin...	2019-04-14	Code
7	EPSHN512	82.7	No	Improved Embeddings with Easy Positive Triplet M...	2019-04-08	Code
8	HTL	81.4	No	Deep Metric Learning with Hierarchical Triplet L...	2018-10-16	-

#1CGD (MG/SG)SOTA
94.8
R@1· 2019-03-26
Combination of Multiple Global Descriptors for Image Retrieval Code
#2ProxyNCA++
90.1
R@1· 2020-04-02
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis Code
#3NormSoftmax2048 (ResNet-50)SOTA
89.3
R@1· 2018-11-30
Classification is a Strong Baseline for Deep Metric Learning Code
#4MES-Loss
87.89
R@1
No paper
#5MarginSOTA
86.9
R@1· 2017-06-23
Sampling Matters in Deep Embedding Learning Code
#6MS512
84.1
R@1· 2019-04-14
Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning Code
#7EPSHN512
82.7
R@1· 2019-04-08
Improved Embeddings with Easy Positive Triplet Mining Code
#8HTL
81.4
R@1· 2018-10-16
Deep Metric Learning with Hierarchical Triplet Loss