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The Top 147 Metric Learning Open Source Projects on Github

Categories > Machine Learning > Metric Learning
Pytorch Metric Learning ⭐ 3,877
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
Person_reid_baseline_pytorch ⭐ 2,932
Pytorch ReID: A tiny, friendly, strong pytorch implement of object re-identification baseline. Tutorial 👉https://github.com/layumi/Person_reID_baseline_pytorch/tree/master/tutorial
Catalyst ⭐ 2,790
Accelerated deep learning R&D
Metric Learn ⭐ 1,182
Metric learning algorithms in Python
Open Reid ⭐ 1,012
Open source person re-identification library in python
Similarity ⭐ 608
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
Humpback Whale Identification 1st ⭐ 555
https://www.kaggle.com/c/humpback-whale-identification
Prototypical Networks ⭐ 524
Code for the NIPS 2017 Paper "Prototypical Networks for Few-shot Learning"
Voxceleb_trainer ⭐ 469
In defence of metric learning for speaker recognition
Additive Margin Softmax ⭐ 436
This is the implementation of paper <Additive Margin Softmax for Face Verification>
Amsoftmax ⭐ 422
A simple yet effective loss function for face verification.
Deep Metric Learning Baselines ⭐ 330
PyTorch Implementation for Deep Metric Learning Pipelines
Hardnet ⭐ 319
Hardnet descriptor model - "Working hard to know your neighbor's margins: Local descriptor learning loss"
Batch Dropblock Network ⭐ 311
Official source code of "Batch DropBlock Network for Person Re-identification and Beyond" (ICCV 2019)
Finetuner ⭐ 283
Finetuning any DNN for better embedding on neural search tasks
Rkd ⭐ 270
Official pytorch Implementation of Relational Knowledge Distillation, CVPR 2019
Declutr ⭐ 245
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!
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.
Metric Learning Divide And Conquer ⭐ 213
Source code for the paper "Divide and Conquer the Embedding Space for Metric Learning", CVPR 2019
Magnetloss Pytorch ⭐ 213
PyTorch implementation of a deep metric learning technique called "Magnet Loss" from Facebook AI Research (FAIR) in ICLR 2016.
Angular Penalty Softmax Losses Pytorch ⭐ 185
Angular penalty loss functions in Pytorch (ArcFace, SphereFace, Additive Margin, CosFace)
Deep_metric_learning ⭐ 148
Deep metric learning methods implemented in Chainer
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).
Segsort ⭐ 116
SegSort: Segmentation by Discriminative Sorting of Segments
Pvse ⭐ 104
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval (CVPR 2019)
Dml_cross_entropy ⭐ 100
Code for the paper "A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses" (ECCV 2020 - Spotlight)
Qaconv ⭐ 100
Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting
Negative Margin.few Shot ⭐ 99
PyTorch implementation of “Negative Margin Matters: Understanding Margin in Few-shot Classification”
Deeplytough ⭐ 91
DeeplyTough: Learning Structural Comparison of Protein Binding Sites
Dmml ⭐ 87
code for ICCV19 paper "Deep Meta Metric Learning"
Fastap Metric Learning ⭐ 85
Code for CVPR 2019 paper "Deep Metric Learning to Rank"
S Wmd ⭐ 80
Code for Supervised Word Mover's Distance (SWMD)
Lfda ⭐ 72
Local Fisher Discriminant Analysis in R
Mvgcn ⭐ 70
Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson's Disease (AMIA 2018)
Symmetrical Synthesis ⭐ 66
Official Tensorflow implementation of "Symmetrical Synthesis for Deep Metric Learning" (AAAI 2020)
Pymetric ⭐ 63
pytorch metric learning tools and pycls
Minkloc3d ⭐ 60
MinkLoc3D: Point Cloud Based Large-Scale Place Recognition
Pointglr ⭐ 60
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds (CVPR 2020)
Embedding Expansion ⭐ 56
Official MXNet implementation of "Embedding Expansion: Augmentation in Embedding Space for Deep Metric Learning" (CVPR 2020)
Dml ⭐ 55
R package for Distance Metric Learning
Visual Compatibility ⭐ 53
Context-Aware Visual Compatibility Prediction (https://arxiv.org/abs/1902.03646)
Sapbert ⭐ 53
[NAACL & ACL 2021] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.
Ps Dataset ⭐ 52
PhotoSynth Dataset for improving local patch Descriptors
Open Ucn ⭐ 52
Fully convolutional metric learning for geometric image correspondences.
Gpq ⭐ 46
Generalized Product Quantization Network For Semi-supervised Image Retrieval - CVPR 2020
Simple Cnaps ⭐ 44
Source codes for "Improved Few-Shot Visual Classification" (CVPR 2020), "Enhancing Few-Shot Image Classification with Unlabelled Examples" (WACV 2022, Algorithm Track) and "Towards Better Few-Shot Object Recognition" (TPAMI 2022 - in submission)
Spml ⭐ 42
Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning
Heated_up_softmax_embedding ⭐ 40
Project page for Heated-up Softmax Embedding
Refilled ⭐ 39
This is the code of CVPR'20 paper "Distilling Cross-Task Knowledge via Relationship Matching".
Tce ⭐ 39
This repository contains the code implementation used in the paper Temporally Coherent Embeddings for Self-Supervised Video Representation Learning (TCE).
Npair_loss_pytorch ⭐ 37
Improved Deep Metric Learning with Multi-class N-pair Loss Objective
Cvpr2020_pads ⭐ 36
Code for "PADS: Policy-Adapted Sampling for Visual Similarity Learning" (CVPR 2020)
Tf_retrieval_baseline ⭐ 36
A Tensorflow retrieval (space embedding) baseline. Metric learning baseline on CUB and Stanford Online Products.
Deep Metric Embedding ⭐ 35
Papers and Codes about Deep Metric Learning/Deep Embedding
Triplet Loss Pytorch ⭐ 34
Highly efficient PyTorch version of the Semi-hard Triplet loss ⚡️
Recipe1m.bootstrap.pytorch ⭐ 34
Retrieve recipes from foodie pictures using Deep Learning and Pytorch
Kernelmethods ⭐ 33
Foundational library for Kernel methods in pattern analysis and machine learning
Minklocmultimodal ⭐ 32
MinkLoc++: Lidar and Monocular Image Fusion for Place Recognition
Speakerembeddinglosscomparison ⭐ 30
Companion repository for the paper "A Comparison of Metric Learning Loss Functions for End-to-End Speaker Verification" published at SLSP 2020
Epillid Benchmark ⭐ 29
ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification (CVPR 2020 VL3)
Tf Metric Learning ⭐ 28
Minimalistic TensorFlow2+ deep metric/similarity learning library with loss functions, miners, and utils as embedding projector.
Awesome Few Shot ⭐ 27
Awesome Few-shot learning
Awesome Few Shot Meta Learning ⭐ 27
awesome few shot / meta learning papers
Gedml ⭐ 26
Generalized Deep Metric Learning.
Pylmnn ⭐ 25
Large Margin Nearest Neighbors implementation in python
Eccv2020_diva_multifeature_dml ⭐ 25
(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.
Image Box Overlap ⭐ 23
[ECCV 2020] Training neural networks to predict visual overlap of images, through interpretable non-metric box embeddings
Few_shot_learning ⭐ 21
Awesome papers in few-shot learning/one-shot learning.
Sclearn ⭐ 21
scLearn：Learning for single cell assignment
Robrank ⭐ 21
Adversarial Attack and Defense in Deep Ranking, arXiv:2106.03614
Proxy Synthesis ⭐ 20
Official PyTorch implementation of "Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning" (AAAI 2021)
Deep Tama ⭐ 20
This repository is an official python re-implementation of the paper, Y. Yoon et al. Online Multiple Pedestrians Tracking using Deep Temporal Appearance Matching Association, Elsevier Information Sciences
Metriclearning Mnist Pytorch ⭐ 19
Playground of Metric Learning with MNIST @pytorch. We provide ArcFace, CosFace, SphereFace, CircleLoss and visualization.
3d Representation Learning ⭐ 18
A list of papers on 3D vision & learning
Advrank ⭐ 17
Adversarial Ranking Attack and Defense, ECCV, 2020.
Metric_learning_adversarial_robustness ⭐ 17
Code for NeurIPS 2019 Paper
Invariance Equivariance ⭐ 16
"Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning" by Mamshad Nayeem Rizve, Salman Khan, Fahad Shahbaz Khan, Mubarak Shah (CVPR 2021)
Mhcln ⭐ 15
Deep Metric and Hash Code Learning Network for Content Based Retrieval of Remote Sensing Images
Treerep ⭐ 14
Learning Tree structures and Tree metrics
Learningtocompare Tensorflow ⭐ 14
Tensorflow implementation for paper: Learning to Compare: Relation Network for Few-Shot Learning.
S2sd ⭐ 14
Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning
Spl Advise ⭐ 13
PyTorch code for BMVC 2018 paper: "Self-Paced Learning with Adaptive Visual Embeddings"
Adv Reid ⭐ 12
Metric Adversarial Attacks and Defense
Face_clustering ⭐ 11
Sort similar looking face pictures to clusters
Product Catalog Size Recommendation Framework ⭐ 10
Framework based on latent factor model and metric learning technique to predict fit of different catalog sizes of clothing products so as to recommend appropriately sized products to customers.
Hcn Prototypeloss Pytorch ⭐ 10
Hierarchical Co-occurrence Network with Prototype Loss for Few-shot Learning (PyTorch)
Matanet ⭐ 10
This repository is the code of paper "Multi-scale Adaptive Task Attention Network for Few-Shot Learning".
Transcf ⭐ 9
Collaborative Translational Metric Learning (ICDM 2018)
Ladderloss ⭐ 9
Ladder Loss for Coherent Visual-Semantic Embedding, AAAI, 2020
Triplet Loss ⭐ 9
Triplet Loss for Person Re-Identification
Iur ⭐ 9
Official repository for the EMNLP 2019 paper, "Learning Invariant Representations of Social Media Users."
Radarloc ⭐ 8
RadarLoc: Large-Scale Topological Radar Localization Using Learned Descriptors
Whales Classification ⭐ 7
My solution to the Global Data Science Challenge
Deep_metric_learning_tf2.0 ⭐ 7
A tensorflow2.0 implementation of triplet loss with online hard mining strategy
Reca ⭐ 7
Relevant Component Analysis for Supervised Distance Metric Learning
Chesspos ⭐ 7
Embedding based chess position search and embedding learning for chess positions
Unsupervised Distance Metric Learning Toolkits ⭐ 6
Unsupervised Distance Metric Learning ToolKits in Matlab
Learning1m ⭐ 6
This repository contains the code for our papers "Learning Condition Invariant Features for Retrieval-Based Localization from 1M Images" and "Geometrically Mappable Image Features".
Similaritylearning ⭐ 6
Similarity Learning applied to Speaker Verification and Semantic Textual Similarity
Representation Learning Reading List ⭐ 5
Repository lists useful papers related to representation learning with links to research papers, conference names and year of publish.
1-100 of 147 projects

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