Image Retrieval on SOP

Metric: R@1 (higher is better)

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#	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