OpenCodePapers

image-retrieval-on-sop

Image Retrieval
Dataset Link
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PaperCodeR@1ModelNameReleaseDate
Unicom: Universal and Compact Representation Learning for Image Retrieval✓ Link91.2Unicom+ViT-L@336px2023-04-12
Robust and Decomposable Average Precision for Image Retrieval✓ Link86.0ROADMAP (DeiT-B)2021-10-01
Combination of Multiple Global Descriptors for Image Retrieval✓ Link84.2CGD (SG/GS)2019-03-26
Robust and Decomposable Average Precision for Image Retrieval✓ Link83.1ROADMAP (ResNet-50)2021-10-01
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis✓ Link81.4ProxyNCA++2020-04-02
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough✓ Link81.1PNP Loss2021-02-09
Cross-Batch Memory for Embedding Learning✓ Link80.6Cross-Batch Memory2019-12-14
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval✓ Link80.1Smooth-AP2020-07-23
Classification is a Strong Baseline for Deep Metric Learning✓ Link79.5NormSoftmax2048 (ResNet-50)2018-11-30
Improved Embeddings with Easy Positive Triplet Mining✓ Link78.3EPSHN5122019-04-08
Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning✓ Link78.2MS5122019-04-14
Attention-based Ensemble for Deep Metric Learning76.3ABE-82018-04-02
Deep Metric Learning with BIER: Boosting Independent Embeddings Robustly✓ Link74.2A-BIER2018-01-15
Hard-Aware Deeply Cascaded Embedding✓ Link69.5HDC2016-11-17