Image Retrieval on SOP

Metric: R@1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	R@1▼	Extra Data	Paper	Date↕	Code
1	Unicom+ViT-L@336px	91.2	Yes	Unicom: Universal and Compact Representation Lea...	2023-04-12	Code
2	ROADMAP (DeiT-B)	86	No	Robust and Decomposable Average Precision for Im...	2021-10-01	Code
3	CGD (SG/GS)	84.2	No	Combination of Multiple Global Descriptors for I...	2019-03-26	Code
4	ROADMAP (ResNet-50)	83.1	No	Robust and Decomposable Average Precision for Im...	2021-10-01	Code
5	ProxyNCA++	81.4	No	ProxyNCA++: Revisiting and Revitalizing Proxy Ne...	2020-04-02	Code
6	PNP Loss	81.1	No	Rethinking the Optimization of Average Precision...	2021-02-09	Code
7	Cross-Batch Memory	80.6	No	Cross-Batch Memory for Embedding Learning	2019-12-14	Code
8	Smooth-AP	80.1	No	Smooth-AP: Smoothing the Path Towards Large-Scal...	2020-07-23	Code
9	NormSoftmax2048 (ResNet-50)	79.5	No	Classification is a Strong Baseline for Deep Met...	2018-11-30	Code
10	EPSHN512	78.3	No	Improved Embeddings with Easy Positive Triplet M...	2019-04-08	Code
11	MS512	78.2	No	Multi-Similarity Loss with General Pair Weightin...	2019-04-14	Code
12	ABE-8	76.3	No	Attention-based Ensemble for Deep Metric Learning	2018-04-02	-
13	A-BIER	74.2	No	Deep Metric Learning with BIER: Boosting Indepen...	2018-01-15	Code
14	HDC	69.5	No	Hard-Aware Deeply Cascaded Embedding	2016-11-17	Code

#1Unicom+ViT-L@336pxSOTA
91.2
R@1· Extra Data· 2023-04-12
Unicom: Universal and Compact Representation Learning for Image Retrieval Code
#2ROADMAP (DeiT-B)SOTA
86
R@1· 2021-10-01
Robust and Decomposable Average Precision for Image Retrieval Code
#3CGD (SG/GS)SOTA
84.2
R@1· 2019-03-26
Combination of Multiple Global Descriptors for Image Retrieval Code
#4ROADMAP (ResNet-50)
83.1
R@1· 2021-10-01
Robust and Decomposable Average Precision for Image Retrieval Code
#5ProxyNCA++
81.4
R@1· 2020-04-02
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis Code
#6PNP Loss
81.1
R@1· 2021-02-09
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough Code
#7Cross-Batch Memory
80.6
R@1· 2019-12-14
Cross-Batch Memory for Embedding Learning Code
#8Smooth-AP
80.1
R@1· 2020-07-23
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval Code
#9NormSoftmax2048 (ResNet-50)SOTA
79.5
R@1· 2018-11-30
Classification is a Strong Baseline for Deep Metric Learning Code
#10EPSHN512
78.3
R@1· 2019-04-08
Improved Embeddings with Easy Positive Triplet Mining Code
#11MS512
78.2
R@1· 2019-04-14
Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning Code
#12ABE-8SOTA
76.3
R@1· 2018-04-02
Attention-based Ensemble for Deep Metric Learning
#13A-BIERSOTA
74.2
R@1· 2018-01-15
Deep Metric Learning with BIER: Boosting Independent Embeddings Robustly Code
#14HDCSOTA
69.5
R@1· 2016-11-17
Hard-Aware Deeply Cascaded Embedding Code