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In-Shop

Image Retrieval Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: R@1

Top Performing Models

Rank Model Paper R@1 Date Code
1 CGD (SG/GS) Combination of Multiple Global Descriptors for Image Retrieval 91.90 2019-03-26 📦 naver/cgd 📦 leftthomas/CGD 📦 clovaai/embedding-expansion
2 Cross-Batch Memory Cross-Batch Memory for Embedding Learning 91.30 2019-12-14 📦 PaddlePaddle/PaddleClas 📦 OML-Team/open-metric-learning 📦 bnu-wangxun/Deep_Metric 📦 msight-tech/research-xbm 📦 MalongTech/research-xbm
3 ProxyNCA++ ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis 90.90 2020-04-02 📦 euwern/proxynca_pp
4 MS512 Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning 89.70 2019-04-14 📦 bnu-wangxun/Deep_Metric 📦 MalongTech/research-ms-loss
5 NormSoftmax2048 (ResNet-50) Classification is a Strong Baseline for Deep Metric Learning 89.40 2018-11-30 📦 microsoft/computervision-recipes 📦 azgo14/classification_metric_learning
6 EPSHN512 Improved Embeddings with Easy Positive Triplet Mining 87.80 2019-04-08 📦 littleredxh/DREML 📦 littleredxh/EasyPositiveHardNegative 📦 SilverIonn/EPHN-OpenSet
7 ABE-8 Attention-based Ensemble for Deep Metric Learning 87.30 2018-04-02 -

All Papers (7)

naver/cgd leftthomas/CGD
PaddlePaddle/PaddleClas OML-Team/open-metric-learning
euwern/proxynca_pp
bnu-wangxun/Deep_Metric MalongTech/research-ms-loss
microsoft/computervision-recipes azgo14/classification_metric_learning
littleredxh/DREML littleredxh/EasyPositiveHardNegative SilverIonn/EPHN-OpenSet