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In-Shop

Metric Learning Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: R@1

Top Performing Models

Rank Model Paper R@1 Date Code
1 Unicom+ViT-L@336px 📚 Unicom: Universal and Compact Representation Learning for Image Retrieval 96.70 2023-04-12 📦 OML-Team/open-metric-learning 📦 deepglint/unicom 📦 RocketFlash/easy_metric_learning
2 STIR STIR: Siamese Transformer for Image Retrieval Postprocessing 95.00 2023-04-26 📦 OML-Team/open-metric-learning
3 MGA Fashion Image Retrieval with Multi-Granular Alignment 94.30 2023-02-16 -
4 Hyp-ViT 📚 Hyperbolic Vision Transformers: Combining Improvements in Metric Learning 92.50 2022-03-21 📦 OML-Team/open-metric-learning 📦 htdt/hyp_metric
5 Hyp-DINO Hyperbolic Vision Transformers: Combining Improvements in Metric Learning 92.40 2022-03-21 📦 OML-Team/open-metric-learning 📦 htdt/hyp_metric
6 CCL (ResNet-50) Center Contrastive Loss for Metric Learning 92.31 2023-08-01 -
7 Gradient Surgery Dissecting the impact of different loss functions with gradient surgery 92.21 2022-01-27 -
8 ResNet-50 + Metrix 📚 It Takes Two to Tango: Mixup for Deep Metric Learning 92.20 2021-06-09 📦 billpsomas/Metrix_ICLR22
9 ViT-Triplet STIR: Siamese Transformer for Image Retrieval Postprocessing 92.10 2023-04-26 📦 OML-Team/open-metric-learning
10 EfficientDML-VPTSP-G/512 📚 Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning 92.10 2024-02-04 📦 noahsark/parameterefficient-dml

All Papers (15)

OML-Team/open-metric-learning deepglint/unicom RocketFlash/easy_metric_learning
OML-Team/open-metric-learning
OML-Team/open-metric-learning htdt/hyp_metric
OML-Team/open-metric-learning htdt/hyp_metric
billpsomas/Metrix_ICLR22
OML-Team/open-metric-learning
noahsark/parameterefficient-dml
euwern/proxynca_pp
jeromerony/dml_cross_entropy
littleredxh/HardNegative
littleredxh/DREML littleredxh/EasyPositiveHardNegative SilverIonn/EPHN-OpenSet