Unicom+ViT-L@336px
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Unicom: Universal and Compact Representation Lear…
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91.20
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2023-04-12
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STIR
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STIR: Siamese Transformer for Image Retrieval Pos…
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88.30
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2023-04-26
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Recall@k Surrogate Loss (ViT-B/16)
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Recall@k Surrogate Loss with Large Batches and Si…
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88.00
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2021-08-25
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ViT-Triplet
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STIR: Siamese Transformer for Image Retrieval Pos…
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86.50
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2023-04-26
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ROADMAP (DeiT-S)
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Robust and Decomposable Average Precision for Ima…
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86.00
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2021-10-01
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Hyp-ViT
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Hyperbolic Vision Transformers: Combining Improve…
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85.90
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2022-03-21
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Hyp-DINO
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Hyperbolic Vision Transformers: Combining Improve…
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85.10
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2022-03-21
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Recall@k Surrogate Loss (ViT-B/32)
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Recall@k Surrogate Loss with Large Batches and Si…
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85.10
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2021-08-25
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ROADMAP (ResNet-50)
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Robust and Decomposable Average Precision for Ima…
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83.10
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2021-10-01
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CCL (ResNet-50)
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Center Contrastive Loss for Metric Learning
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83.10
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2023-08-01
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Recall@k Surrogate Loss (ResNet-50)
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Recall@k Surrogate Loss with Large Batches and Si…
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82.70
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2021-08-25
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Gradient Surgery
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Dissecting the impact of different loss functions…
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82.30
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2022-01-27
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HAPPIER_F
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Hierarchical Average Precision Training for Perti…
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81.80
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2022-07-05
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SCT(512)
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Hard negative examples are hard, but useful
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81.60
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2020-07-24
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ResNet-50 + Metrix
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It Takes Two to Tango: Mixup for Deep Metric Lear…
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81.30
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2021-06-09
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ResNet50 + Language
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Integrating Language Guidance into Vision-based D…
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81.30
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2022-03-16
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NED
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Calibrated neighborhood aware confidence measure …
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81.20
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2020-06-08
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ResNet-50 + Cross-Entropy
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A unifying mutual information view of metric lear…
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81.10
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2020-03-19
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ResNet50 + S2SD
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S2SD: Simultaneous Similarity-based Self-Distilla…
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81.00
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2020-09-17
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HAPPIER
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Hierarchical Average Precision Training for Perti…
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81.00
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2022-07-05
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ResNet-50 + ProxyNCA++
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ProxyNCA++: Revisiting and Revitalizing Proxy Nei…
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80.70
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2020-04-02
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ResNet50 + NIR
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Non-isotropy Regularization for Proxy-based Deep …
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80.70
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2022-03-16
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MS + DAS (K=8)
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DAS: Densely-Anchored Sampling for Deep Metric Le…
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80.59
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2022-07-30
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BN-Inception + Proxy-Anchor
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Proxy Anchor Loss for Deep Metric Learning
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80.30
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2020-03-31
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ResNet50 + DiVA
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DiVA: Diverse Visual Feature Aggregation for Deep…
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79.60
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2020-04-28
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ResNet50 + AVSL
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Attributable Visual Similarity Learning
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79.60
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2022-03-28
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Margin + DIML
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Towards Interpretable Deep Metric Learning with S…
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79.26
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2021-08-12
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Circle Loss
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Circle Loss: A Unified Perspective of Pair Simila…
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78.30
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2020-02-25
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EPSHN(512)
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Improved Embeddings with Easy Positive Triplet Mi…
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78.30
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2019-04-08
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QB-Norm+RDML
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Cross Modal Retrieval with Querybank Normalisation
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78.10
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2021-12-23
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ResNet50 (128) + MIC
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MIC: Mining Interclass Characteristics for Improv…
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77.20
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2019-09-25
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ResNet50 (128) + PADS
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PADS: Policy-Adapted Sampling for Visual Similari…
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76.50
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2020-03-24
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Group Loss
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The Group Loss for Deep Metric Learning
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75.70
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2019-12-01
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