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The Top 31 Metric Learning Open Source Projects

Categories > Machine Learning > Metric Learning
Pytorch Metric Learning ⭐ 3,449
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
Catalyst ⭐ 2,675
Accelerated deep learning R&D
Open Reid ⭐ 1,174
Open source person re-identification library in python
Metric Learn ⭐ 1,147
Metric learning algorithms in Python
Prototypical Networks ⭐ 755
Code for the NeurIPS 2017 Paper "Prototypical Networks for Few-shot Learning"
Humpback Whale Identification 1st ⭐ 602
https://www.kaggle.com/c/humpback-whale-identification
Deep Metric Learning Baselines ⭐ 473
PyTorch Implementation for Deep Metric Learning Pipelines
Additive Margin Softmax ⭐ 469
This is the implementation of paper <Additive Margin Softmax for Face Verification>
Survey_of_deep_metric_learning ⭐ 450
A comprehensive survey of deep metric learning and related works
Amsoftmax ⭐ 448
A simple yet effective loss function for face verification.
Voxceleb_trainer ⭐ 402
In defence of metric learning for speaker recognition
Hardnet ⭐ 372
Hardnet descriptor model - "Working hard to know your neighbor's margins: Local descriptor learning loss"
Powerful Benchmarker ⭐ 314
A PyTorch library for benchmarking deep metric learning. It's powerful.
Batch Dropblock Network ⭐ 311
Official source code of "Batch DropBlock Network for Person Re-identification and Beyond" (ICCV 2019)
Rkd ⭐ 277
Official pytorch Implementation of Relational Knowledge Distillation, CVPR 2019
Angular Penalty Softmax Losses Pytorch ⭐ 275
Angular penalty loss functions in Pytorch (ArcFace, SphereFace, Additive Margin, CosFace)
Metric Learning Divide And Conquer ⭐ 240
Source code for the paper "Divide and Conquer the Embedding Space for Metric Learning", CVPR 2019
Magnetloss Pytorch ⭐ 216
PyTorch implementation of a deep metric learning technique called "Magnet Loss" from Facebook AI Research (FAIR) in ICLR 2016.
Revisiting_deep_metric_learning_pytorch ⭐ 214
(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.
Pytorch Image Retrieval ⭐ 212
A PyTorch framework for an image retrieval task including implementation of N-pair Loss (NIPS 2016) and Angular Loss (ICCV 2017).
Declutr ⭐ 170
The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!
Deep_metric_learning ⭐ 153
Deep metric learning methods implemented in Chainer
Segsort ⭐ 139
SegSort: Segmentation by Discriminative Sorting of Segments
Dml_cross_entropy ⭐ 126
Code for the paper "A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses" (ECCV 2020 - Spotlight)
Negative Margin.few Shot ⭐ 113
PyTorch implementation of “Negative Margin Matters: Understanding Margin in Few-shot Classification”
Pvse ⭐ 102
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval (CVPR 2019)
Pointglr ⭐ 90
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds (CVPR 2020)
Mvgcn ⭐ 84
Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson's Disease (AMIA 2018)
Open Ucn ⭐ 70
The first fully convolutional metric learning for geometric/semantic image correspondences.
Sapbert ⭐ 42
[NAACL & ACL 2021] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.
Hcn Prototypeloss Pytorch ⭐ 19
Hierarchical Co-occurrence Network with Prototype Loss for Few-shot Learning (PyTorch)
1-31 of 31 projects
Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210