Projects in Awesome Lists tagged with deep-metric-learning

https://github.com/kevinmusgrave/pytorch-metric-learning

The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

computer-vision contrastive-learning deep-learning deep-metric-learning embeddings image-retrieval machine-learning metric-learning pytorch self-supervised-learning

Last synced: 02 Oct 2024

https://github.com/KevinMusgrave/pytorch-metric-learning

The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

computer-vision contrastive-learning deep-learning deep-metric-learning embeddings image-retrieval machine-learning metric-learning pytorch self-supervised-learning

Last synced: 01 Aug 2024

https://github.com/bnu-wangxun/Deep_Metric

Deep Metric Learning

cvpr deep-metric-learning embedding-learning image-retrieval loss-function multi-similarity-loss xbm

Last synced: 02 Aug 2024

https://github.com/Confusezius/Deep-Metric-Learning-Baselines

PyTorch Implementation for Deep Metric Learning Pipelines

cars196 computer-vision cub200 deep-learning deep-metric-learning distance-sampling metric-learning neural-networks pku-vehicle pytorch shop-clothes

Last synced: 02 Aug 2024

https://github.com/Confusezius/Revisiting_Deep_Metric_Learning_PyTorch

(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.

cars196 cub200-2011 deep-learning deep-metric-learning icml2020 image-retrieval metric-learning stanford-online-products wandb

Last synced: 03 Aug 2024

https://github.com/tjddus9597/Proxy-Anchor-CVPR2020

Official PyTorch Implementation of Proxy Anchor Loss for Deep Metric Learning, CVPR 2020

cvpr2020 deep-metric-learning image-retrieval proxy-anchor-loss pytorch

Last synced: 12 Aug 2024

https://github.com/kunhe/FastAP-metric-learning

Code for CVPR 2019 paper "Deep Metric Learning to Rank"

cvpr deep-metric-learning learning-to-rank matconvnet metric-learning pytorch

Last synced: 03 Aug 2024

https://github.com/Confusezius/ICCV2019_MIC

(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.

cars196 computer-vi cub200 deep-lear deep-metric-learning metric- pku-vehicle pytorch shop-clothes-retrieval

Last synced: 03 Aug 2024

https://github.com/YuehuaZhu/ProxyGML

Official PyTorch Implementation of ProxyGML Loss for Deep Metric Learning, NeurIPS 2020 (spotlight)

deep-metric-learning graph proxy

Last synced: 03 Aug 2024

https://github.com/tjddus9597/LabelRelaxation-CVPR21

Official PyTorch Implementation of Embedding Transfer with Label Relaxation for Improved Metric Learning, CVPR 2021

cvpr2021 deep-metric-learning embedding-trasnfer image-retrieval knowledge-distillation pytorch

Last synced: 03 Aug 2024

https://github.com/zbr17/GeDML

Generalized Deep Metric Learning.

computer-vision contrastive-learning deep-metric-learning loss-functions metric-learning self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/Confusezius/ECCV2020_DiVA_MultiFeature_DML

(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.

cars196 cub200-2011 deep-learning deep-metric-learning image-retrieval metric-learning stanford-online-products wandb

Last synced: 03 Aug 2024

https://github.com/navervision/proxy-synthesis

Official PyTorch implementation of "Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning" (AAAI 2021)

aaai2021 cars196 deep-learning deep-metric-learning image-retrieval metric-learning norm-softmax proxy-based proxy-nca proxy-synthesis pytorch regularizer synthetic-classes

Last synced: 03 Aug 2024

https://github.com/neka-nat/pytorch-hdml

Hardness-Aware Deep Metric Learning (CVPR2019) in pytorch

cars196 cub200 cvpr2019 deep-learning deep-metric-learning pytorch triplet-loss

Last synced: 03 Aug 2024

https://github.com/Confusezius/Characterizing_Generalization_in_DeepMetricLearning

Implementation and Benchmark Splits to study Out-of-Distribution Generalization in Deep Metric Learning.

cars196 cub200-2011 deep-learning deep-metric-learning generalization out-of-distribution pytorch stanford-online-products

Last synced: 03 Aug 2024