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31 search results found

Deep Metric Learning Baselines ⭐ 330

PyTorch Implementation for Deep Metric Learning Pipelines

Proxy Anchor Cvpr2020 ⭐ 259

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

Revisiting_deep_metric_learning_pytorch ⭐ 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.

[ECCV 2020] QAConv: Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting, and [CVPR 2022] GS: Graph Sampling Based Deep Metric Learning

Pytorch Image Retrieval ⭐ 147

A PyTorch framework for an image retrieval task including implementation of N-pair Loss (NIPS 2016) and Angular Loss (ICCV 2017).

Ndvr Dml ⭐ 113

Authors official Tensorflow implementation of the "Near-Duplicate Video Retrieval with Deep Metric Learning" [ICCVW 2017]

PyTorch implementation of Deep Randomized Ensembles for Metric Learning(ECCV2018)

Attendance System ⭐ 48

A simple, modern and scalable facial recognition based attendance system built with Python back-end & Angular front-end.

Proxygml ⭐ 37

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

Cvpr2020_pads ⭐ 36

Code for "PADS: Policy-Adapted Sampling for Visual Similarity Learning" (CVPR 2020)

Tf Metric Learning ⭐ 28

Minimalistic TensorFlow2+ deep metric/similarity learning library with loss functions, miners, and utils as embedding projector.

Generalized Deep Metric Learning.

Labelrelaxation Cvpr21 ⭐ 27

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

Eccv2020_diva_multifeature_dml ⭐ 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.

Deep Metric Learning Tsinghua Dogs ⭐ 22

Dogs classification with Deep Metric Learning

Proxy Synthesis ⭐ 20

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

Human Motion Analysis With Deep Metric Learning ⭐ 20

pytorch implement of this paper: https://arxiv.org/abs/1807.11176

Pytorch Hdml ⭐ 20

Hardness-Aware Deep Metric Learning (CVPR2019) in pytorch

Adversarial Attack and Defense in Deep Ranking, arXiv:2106.03614

End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)

Enhancing Adversarial Robustness for Deep Metric Learning, CVPR, 2022

Sphericalembedding ⭐ 16

official pytorch implementation of "Deep Metric Learning with Spherical Embedding", NeurIPS 2020

Online Soft Mining And Class Aware Attention Pytorch ⭐ 15

(Pytorch and Tensorflow) Implementation of Weighted Contrastive Loss (Deep Metric Learning by Online Soft Mining and Class-Aware Attention)

Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning

Towards Interpretable Deep Metric Learning with Structural Matching

Characterizing_generalization_in_deepmetriclearning ⭐ 11

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

Aaai2021_mdr ⭐ 10

Official Code of AAAI 2021 Paper "Multi-level Distance Regularization for Deep Metric Learning"

Transmatcher ⭐ 6

TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification

Dmtnet Crch ⭐ 6

Official Implementation of our paper "Supervision meets Self-Supervision: A Deep Multitask Network for Colorectal Cancer Histopathological Analysis" [Best Paper Award at MISP 2022]

Pytorch Softtriple ⭐ 6

SoftTriple (ICCV2019) in pytorch

AutoLR: Layer-wise Pruning and Auto-tuning of Learning Rates in Fine-tuning of Deep Networks

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