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9 search results found
Deep Metric Learning Baselines
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330
PyTorch Implementation for Deep Metric Learning Pipelines
Revisiting_deep_metric_learning_pytorch
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217
(ICML 2020) This repo contains code for our paper "Revisiting Training Strategies and Generalization Performance in Deep Metric Learning" (https://arxiv.org/abs/2002.08473) to facilitate consistent research in the field of Deep Metric Learning.
Iccv2019_mic
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59
(ICCV 2019) This repo contains code for "MIC: Mining Interclass Characteristics for Improved Metric Learning", which proposes an auxiliary training task to explain away intra-class variations.
Cvpr2020_pads
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36
Code for "PADS: Policy-Adapted Sampling for Visual Similarity Learning" (CVPR 2020)
Eccv2020_diva_multifeature_dml
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26
(ECCV 2020) This repo contains code for "DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning" (https://arxiv.org/abs/2004.13458), which extends vanilla DML with auxiliary and self-supervised features.
Pytorch Hdml
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20
Hardness-Aware Deep Metric Learning (CVPR2019) in pytorch
Proxy Synthesis
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20
Official PyTorch implementation of "Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning" (AAAI 2021)
S2sd
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14
Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning
Characterizing_generalization_in_deepmetriclearning
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11
Implementation and Benchmark Splits to study Out-of-Distribution Generalization in Deep Metric Learning.
Autolr
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5
AutoLR: Layer-wise Pruning and Auto-tuning of Learning Rates in Fine-tuning of Deep Networks
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