OpenCodePapers
metric-learning-on-in-shop-1
Metric Learning
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Paper
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ModelName
ReleaseDate
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Unicom: Universal and Compact Representation Learning for Image Retrieval
✓ Link
96.7
Unicom+ViT-L@336px
2023-04-12
STIR: Siamese Transformer for Image Retrieval Postprocessing
✓ Link
95
STIR
2023-04-26
Fashion Image Retrieval with Multi-Granular Alignment
94.3
MGA
2023-02-16
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning
✓ Link
92.5
Hyp-ViT
2022-03-21
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning
✓ Link
92.4
Hyp-DINO
2022-03-21
Center Contrastive Loss for Metric Learning
92.31
CCL (ResNet-50)
2023-08-01
Dissecting the impact of different loss functions with gradient surgery
92.21
Gradient Surgery
2022-01-27
It Takes Two to Tango: Mixup for Deep Metric Learning
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92.2
ResNet-50 + Metrix
2021-06-09
STIR: Siamese Transformer for Image Retrieval Postprocessing
✓ Link
92.1
ViT-Triplet
2023-04-26
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning
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92.1
EfficientDML-VPTSP-G/512
2024-02-04
Calibrated neighborhood aware confidence measure for deep metric learning
91.3
NED
2020-06-08
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis
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90.9
ResNet-50 + ProxyNCA++
2020-04-02
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses
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90.6
ResNet-50 + Cross-Entropy
2020-03-19
Hard negative examples are hard, but useful
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90
SCT(512)
2020-07-24
Improved Embeddings with Easy Positive Triplet Mining
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87.8
EPSHN(512)
2019-04-08