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The Top 264 Metric Learning Open Source Projects

Categories > Machine Learning > Metric Learning
Pytorch Metric Learning ⭐ 4,743
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
dependent packages 12total releases 193most recent commit 5 days agopypi pytorch-metric-learning} Downloads
Deep Person Reid ⭐ 3,473
Torchreid: Deep learning person re-identification in PyTorch.
most recent commit a month ago
Person_reid_baseline_pytorch ⭐ 3,321
Pytorch ReID: A tiny, friendly, strong pytorch implement of object re-identification baseline. Tutorial 👉https://github.com/layumi/Person_reID_baseline_p
most recent commit 15 days ago
Catalyst ⭐ 2,980
Accelerated deep learning R&D
dependent packages 10total releases 108most recent commit a month agopypi catalyst} Downloads
Metric Learn ⭐ 1,244
Metric learning algorithms in Python
dependent packages 2total releases 9most recent commit 3 months agopypi metric-learn} Downloads
Open Reid ⭐ 1,012
Open source person re-identification library in python
most recent commit 3 years ago
Similarity ⭐ 882
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
total releases 148most recent commit 2 days ago
Deep_metric ⭐ 683
Deep Metric Learning
most recent commit 2 years ago
Voxceleb_trainer ⭐ 642
In defence of metric learning for speaker recognition
most recent commit 16 days ago
Humpback Whale Identification 1st ⭐ 555
https://www.kaggle.com/c/humpback-whale-identifica
most recent commit 4 years ago
Finetuner ⭐ 527
🎯 Task-oriented finetuning for better embeddings on neural search
total releases 187most recent commit 3 days ago
Prototypical Networks ⭐ 524
Code for the NIPS 2017 Paper "Prototypical Networks for Few-shot Learning"
most recent commit 4 years ago
Additive Margin Softmax ⭐ 436
This is the implementation of paper <Additive Margin Softmax for Face Verification>
most recent commit 4 years ago
Amsoftmax ⭐ 422
A simple yet effective loss function for face verification.
most recent commit 4 years ago
Powerful Benchmarker ⭐ 390
A library for ML benchmarking. It's powerful.
total releases 34most recent commit 20 days ago
Quaterion ⭐ 344
Blazing fast framework for fine-tuning similarity learning models
total releases 23most recent commit 25 days ago
Deep Metric Learning Baselines ⭐ 330
PyTorch Implementation for Deep Metric Learning Pipelines
most recent commit 2 years ago
Hardnet ⭐ 319
Hardnet descriptor model - "Working hard to know your neighbor's margins: Local descriptor learning loss"
most recent commit 2 years ago
Batch Dropblock Network ⭐ 311
Official source code of "Batch DropBlock Network for Person Re-identification and Beyond" (ICCV 2019)
most recent commit 3 years ago
Fcgf ⭐ 304
Fully Convolutional Geometric Features: Fast and accurate 3D features for registration and correspondence.
most recent commit 2 years ago
Declutr ⭐ 285
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!
most recent commit 6 months ago
Rkd ⭐ 270
Official pytorch Implementation of Relational Knowledge Distillation, CVPR 2019
most recent commit a year ago
Awesome Metric Learning ⭐ 253
😎 A curated list of awesome practical Metric Learning and its applications
most recent commit 2 months ago
Contrastive Learning Nlp Papers ⭐ 219
Paper List for Contrastive Learning for Natural Language Processing
most recent commit 16 hours ago
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.
most recent commit a year ago
Magnetloss Pytorch ⭐ 213
PyTorch implementation of a deep metric learning technique called "Magnet Loss" from Facebook AI Research (FAIR) in ICLR 2016.
most recent commit 5 years ago
Metric Learning Divide And Conquer ⭐ 213
Source code for the paper "Divide and Conquer the Embedding Space for Metric Learning", CVPR 2019
most recent commit 3 years ago
Angular Penalty Softmax Losses Pytorch ⭐ 185
Angular penalty loss functions in Pytorch (ArcFace, SphereFace, Additive Margin, CosFace)
most recent commit 2 years ago
Deep_metric_learning ⭐ 148
Deep metric learning methods implemented in Chainer
most recent commit 4 years ago
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).
most recent commit 3 years ago
Qaconv ⭐ 141
Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting
most recent commit 4 months ago
Segsort ⭐ 116
SegSort: Segmentation by Discriminative Sorting of Segments
most recent commit 2 years ago
Deeplytough ⭐ 115
DeeplyTough: Learning Structural Comparison of Protein Binding Sites
most recent commit 3 months ago
Street_to_shop_experiments ⭐ 105
most recent commit 5 years ago
Pvse ⭐ 104
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval (CVPR 2019)
most recent commit a year ago
Dml_cross_entropy ⭐ 100
Code for the paper "A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses" (ECCV 2020 - Spotlight)
most recent commit 2 years ago
Negative Margin.few Shot ⭐ 99
PyTorch implementation of “Negative Margin Matters: Understanding Margin in Few-shot Classification”
most recent commit 2 years ago
Uma Mot ⭐ 89
A Unified Object Motion and Affinity Model for Online Multi-Object Tracking (CVPR2020)
most recent commit 24 days ago
Dmml ⭐ 87
code for ICCV19 paper "Deep Meta Metric Learning"
most recent commit 3 years ago
Fastap Metric Learning ⭐ 85
Code for CVPR 2019 paper "Deep Metric Learning to Rank"
most recent commit a year ago
S Wmd ⭐ 80
Code for Supervised Word Mover's Distance (SWMD)
most recent commit 5 years ago
Sapbert ⭐ 79
[NAACL & ACL 2021] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.
most recent commit 5 months ago
Minkloc3d ⭐ 78
MinkLoc3D: Point Cloud Based Large-Scale Place Recognition
most recent commit 7 months ago
Multi Camera Object Tracking Via Transferring Representation To Top View ⭐ 75
Multi-Camera Object Tracking via Deep Metric Learning
most recent commit 3 years ago
Disent ⭐ 73
🧶 Modular VAE disentanglement framework for python built with PyTorch Lightning ▸ Including metrics and datasets ▸ With strongly supervised, weakly supervised and unsupervised methods ▸ Easily configured and run with Hydra config ▸ Inspired by disentanglement_lib
total releases 28most recent commit 16 days ago
Lfda ⭐ 72
Local Fisher Discriminant Analysis in R
dependent packages 2total releases 5most recent commit 2 years ago
Ismir2020 Metric Learning ⭐ 71
ISMIR 2020 Tutorial for Metric Learning in MIR
most recent commit 2 years ago
Mvgcn ⭐ 70
Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson's Disease (AMIA 2018)
most recent commit 2 years ago
Simple Cnaps ⭐ 66
Source codes for "Improved Few-Shot Visual Classification" (CVPR 2020), "Enhancing Few-Shot Image Classification with Unlabelled Examples" (WACV 2022), and "Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning" (TPAMI 2022 - in submission)
most recent commit 5 months ago
Symmetrical Synthesis ⭐ 66
Official Tensorflow implementation of "Symmetrical Synthesis for Deep Metric Learning" (AAAI 2020)
most recent commit a year ago
Pymetric ⭐ 63
pytorch metric learning tools and pycls
most recent commit 10 months ago
Triplet Loss Pytorch ⭐ 61
Highly efficient PyTorch version of the Semi-hard Triplet loss ⚡️
most recent commit 2 months ago
Pointglr ⭐ 60
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds (CVPR 2020)
most recent commit 2 years ago
Gpq ⭐ 59
Generalized Product Quantization Network For Semi-supervised Image Retrieval - CVPR 2020
most recent commit 2 months ago
Embedding Expansion ⭐ 56
Official MXNet implementation of "Embedding Expansion: Augmentation in Embedding Space for Deep Metric Learning" (CVPR 2020)
most recent commit a year ago
Dml ⭐ 55
R package for Distance Metric Learning
most recent commit 2 years ago
Visual Compatibility ⭐ 53
Context-Aware Visual Compatibility Prediction (https://arxiv.org/abs/1902.03646)
most recent commit 2 years ago
Open Ucn ⭐ 52
Fully convolutional metric learning for geometric image correspondences.
most recent commit 2 years ago
Ps Dataset ⭐ 52
PhotoSynth Dataset for improving local patch Descriptors
most recent commit 3 years ago
Explain_metric_learning ⭐ 48
Code for paper: "Visual Explanation for Deep Metric Learning"
most recent commit a year ago
Epillid Benchmark ⭐ 48
ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification (CVPR 2020 VL3)
most recent commit 5 months ago
Minklocmultimodal ⭐ 47
MinkLoc++: Lidar and Monocular Image Fusion for Place Recognition
most recent commit 7 months ago
Metriclearning ⭐ 43
Torch package for metric learning.
most recent commit 6 years ago
Intelligibility Metricgan ⭐ 42
Implementation for paper "iMetricGAN: Intelligibility Enhancement for Speech-in-Noise using Generative Adversarial Network-based Metric Learning"
most recent commit 3 months ago
Spml ⭐ 42
Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning
most recent commit a year ago
Heated_up_softmax_embedding ⭐ 40
Project page for Heated-up Softmax Embedding
most recent commit 4 years ago
Tce ⭐ 39
This repository contains the code implementation used in the paper Temporally Coherent Embeddings for Self-Supervised Video Representation Learning (TCE).
most recent commit 2 years ago
Refilled ⭐ 39
This is the code of CVPR'20 paper "Distilling Cross-Task Knowledge via Relationship Matching".
most recent commit 2 years ago
Tf_retrieval_baseline ⭐ 36
A Tensorflow retrieval (space embedding) baseline. Metric learning baseline on CUB and Stanford Online Products.
most recent commit a year ago
Cvpr2020_pads ⭐ 36
Code for "PADS: Policy-Adapted Sampling for Visual Similarity Learning" (CVPR 2020)
most recent commit 2 years ago
Roadmap ⭐ 35
This repository contains the official implementation of the NeurIPS'21 paper, ROADMAP: Robust and Decomposable Average Precision for Image Retrieval.
most recent commit 5 months ago
Deep Metric Embedding ⭐ 35
Papers and Codes about Deep Metric Learning/Deep Embedding
most recent commit 3 years ago
Hybrid Attention Based Decoupled Metric Learning ⭐ 35
Caffe implementation of "Hybrid-Attention based Decoupled Metric Learning for Zero-Shot Image Retrieval"
most recent commit 3 years ago
Recipe1m.bootstrap.pytorch ⭐ 34
Retrieve recipes from foodie pictures using Deep Learning and Pytorch
most recent commit 2 years ago
Kernelmethods ⭐ 33
Foundational library for Kernel methods in pattern analysis and machine learning
total releases 5most recent commit a year ago
Speakerembeddinglosscomparison ⭐ 30
Companion repository for the paper "A Comparison of Metric Learning Loss Functions for End-to-End Speaker Verification" published at SLSP 2020
most recent commit 2 years ago
Cluster Loss Tensorflow ⭐ 29
This a an impletation of Deep Metric Learning via Facility Location on tensorflow
most recent commit 5 years ago
Tf Metric Learning ⭐ 28
Minimalistic TensorFlow2+ deep metric/similarity learning library with loss functions, miners, and utils as embedding projector.
total releases 9most recent commit a year ago
Gedml ⭐ 27
Generalized Deep Metric Learning.
total releases 10most recent commit 6 months ago
Awesome Few Shot ⭐ 27
Awesome Few-shot learning
most recent commit 3 years ago
Awesome Few Shot Meta Learning ⭐ 27
awesome few shot / meta learning papers
most recent commit a year ago
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.
most recent commit 10 months ago
Tf_ms_loss ⭐ 25
Tensorflow Implementation of Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning
most recent commit 3 years ago
Pylmnn ⭐ 25
Large Margin Nearest Neighbors implementation in python
total releases 22most recent commit 2 years ago
Open Metric Learning ⭐ 24
Library for metric learning pipelines
most recent commit 5 days ago
Deep Tama ⭐ 24
Official python re-implementation of the paper, Y. Yoon et al. Online Multiple Pedestrians Tracking using Deep Temporal Appearance Matching Association, Elsevier Information Sciences
most recent commit 9 months ago
Image Box Overlap ⭐ 23
[ECCV 2020] Training neural networks to predict visual overlap of images, through interpretable non-metric box embeddings
most recent commit 2 years ago
Ddml ⭐ 22
A metric learning method for person re-identification
most recent commit 5 years ago
Sclearn ⭐ 21
scLearn：Learning for single cell assignment
most recent commit a year ago
Few_shot_learning ⭐ 21
Awesome papers in few-shot learning/one-shot learning.
most recent commit 4 years ago
Pytorch Hdml ⭐ 20
Hardness-Aware Deep Metric Learning (CVPR2019) in pytorch
most recent commit a year ago
Instance Seg ⭐ 20
instance segmentation with deep metric learning and context
most recent commit 4 years ago
Proxy Synthesis ⭐ 20
Official PyTorch implementation of "Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning" (AAAI 2021)
most recent commit a year ago
Nccnet ⭐ 19
Weakly Supervised Deep Metric Learning for Template Matching
most recent commit 4 years ago
Metriclearning Mnist Pytorch ⭐ 19
Playground of Metric Learning with MNIST @pytorch. We provide ArcFace, CosFace, SphereFace, CircleLoss and visualization.
most recent commit a year ago
Matanet ⭐ 19
This repository is the code of paper "Multi-scale Adaptive Task Attention Network for Few-Shot Learning (ICPR-2022)".
most recent commit 3 months ago
Simple Cnaps ⭐ 19
Source codes for "Improved Few-Shot Visual Classification" (CVPR 2020), "Enhancing Few-Shot Image Classification with Unlabelled Examples" (WACV 2022) and "Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning" (TPAMI 2022 - in submission)
most recent commit 5 months ago
Treerep ⭐ 18
Learning Tree structures and Tree metrics
most recent commit 10 days ago
Advrank ⭐ 17
Adversarial Ranking Attack and Defense, ECCV, 2020.
most recent commit a year ago
Autoencoder_vs_metriclearning ⭐ 17
AutoEncoder vs Metric Learning for Anomaly Detection
most recent commit 3 years ago
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