GitHub topics: deep-metric-learning
KevinMusgrave/pytorch-metric-learning
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
Language: Python - Size: 36.2 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 6,208 - Forks: 663
sung-yeon-kim/Proxy-Anchor-CVPR2020
Official PyTorch Implementation of Proxy Anchor Loss for Deep Metric Learning, CVPR 2020
Language: Python - Size: 99.6 KB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 322 - Forks: 62
IoBT-VISTEC/MIN2Net
End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)
Language: Python - Size: 19.4 MB - Last synced at: 17 days ago - Pushed at: 3 months ago - Stars: 92 - Forks: 25
Confusezius/Deep-Metric-Learning-Baselines
PyTorch Implementation for Deep Metric Learning Pipelines
Language: Python - Size: 2.85 MB - Last synced at: about 2 months ago - Pushed at: about 5 years ago - Stars: 573 - Forks: 92
bnu-wangxun/Deep_Metric
Deep Metric Learning
Language: Python - Size: 135 KB - Last synced at: 3 months ago - Pushed at: about 5 years ago - Stars: 782 - Forks: 146
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.
Language: Python - Size: 15 MB - Last synced at: about 2 months ago - Pushed at: about 5 years ago - Stars: 62 - Forks: 5
zbr17/GeDML
Generalized Deep Metric Learning.
Language: Python - Size: 6.14 MB - Last synced at: 19 days ago - Pushed at: over 3 years ago - Stars: 36 - Forks: 3
navervision/proxy-synthesis
Official PyTorch implementation of "Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning" (AAAI 2021)
Language: Python - Size: 1.83 MB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 37 - Forks: 7
YuehuaZhu/ProxyGML
Official PyTorch Implementation of ProxyGML Loss for Deep Metric Learning, NeurIPS 2020 (spotlight)
Language: Python - Size: 2.61 MB - Last synced at: 4 months ago - Pushed at: over 4 years ago - Stars: 55 - Forks: 8
wl-zhao/DIML
[ICCV 2021] Towards Interpretable Deep Metric Learning with Structural Matching
Language: Python - Size: 1.52 MB - Last synced at: 4 months ago - Pushed at: about 4 years ago - Stars: 99 - Forks: 12
sung-yeon-kim/LabelRelaxation-CVPR21
Official PyTorch Implementation of Embedding Transfer with Label Relaxation for Improved Metric Learning, CVPR 2021
Language: Python - Size: 729 KB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 43 - Forks: 6
kunhe/FastAP-metric-learning
Code for CVPR 2019 paper "Deep Metric Learning to Rank"
Language: MATLAB - Size: 102 KB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 96 - Forks: 14
cdluminate/robdml
Enhancing Adversarial Robustness for Deep Metric Learning, CVPR, 2022
Language: Python - Size: 15.4 MB - Last synced at: 3 months ago - Pushed at: almost 3 years ago - Stars: 20 - Forks: 1
cdluminate/robrank
Adversarial Attack and Defense in Deep Ranking, T-PAMI, 2024
Language: Python - Size: 435 KB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 23 - Forks: 2
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.
Language: Python - Size: 817 KB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 341 - Forks: 50
kakaoenterprise/AAAI2021_MDR
Official Code of AAAI 2021 Paper "Multi-level Distance Regularization for Deep Metric Learning"
Language: Python - Size: 151 KB - Last synced at: 5 months ago - Pushed at: about 4 years ago - Stars: 22 - Forks: 4
engineerjkk/Multi-modal-CrossViT-using-3D-Spatial-Information-for-Visual-Localization
대규모 공간에서 한장의 이미지만으로 카메라의 위치와 방향을 추정하는 것이 목표입니다.
Language: Jupyter Notebook - Size: 3.66 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0
navervision/MemVir
Official PyTorch implementation of "Learning with Memory-based Virtual Classes for Deep Metric Learning" (ICCV 2021)
Language: Python - Size: 1.14 MB - Last synced at: 9 months ago - Pushed at: almost 4 years ago - Stars: 16 - Forks: 2
Ximilar-com/tf-metric-learning
Minimalistic TensorFlow2+ deep metric/similarity learning library with loss functions, miners, and utils as embedding projector.
Language: Python - Size: 131 KB - Last synced at: 10 months ago - Pushed at: over 2 years ago - Stars: 37 - Forks: 5
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.
Language: Python - Size: 263 KB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 34 - Forks: 11
leeesangwon/PyTorch-Image-Retrieval
A PyTorch framework for an image retrieval task including implementation of N-pair Loss (NIPS 2016) and Angular Loss (ICCV 2017).
Language: Python - Size: 37.1 KB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 274 - Forks: 55
Confusezius/Characterizing_Generalization_in_DeepMetricLearning
Implementation and Benchmark Splits to study Out-of-Distribution Generalization in Deep Metric Learning.
Language: Python - Size: 9.31 MB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 23 - Forks: 1
MKLab-ITI/ndvr-dml
Authors official Tensorflow implementation of the "Near-Duplicate Video Retrieval with Deep Metric Learning" [ICCVW 2017]
Language: Python - Size: 3.15 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 119 - Forks: 19
maxparker27/adversarial-robustness-of-deep-metric-learning
A collection of adversarial attacks on various models built using Deep Learning and Deep Metric Learning techniques. Standard datasets are used.
Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 1
oktaviacitra/deep-metric-learning
a task of learning a distance function over data in extracted feature understanding
Language: Jupyter Notebook - Size: 39.1 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0
Jichao-Yang/Triplet-Network
Replication of 'Deep metric Learning Using Triplet Network'
Language: Python - Size: 1.17 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 5 - Forks: 2
Dyfine/SphericalEmbedding
official pytorch implementation of "Deep Metric Learning with Spherical Embedding", NeurIPS 2020
Language: Python - Size: 521 KB - Last synced at: almost 2 years ago - Pushed at: almost 5 years ago - Stars: 39 - Forks: 7
Ehyaei/Causal-Fair-Metric-Learning
This project Implements the paper “Causally Robust Fair Metric Learning: Bridging Causality, Individual Fairness, and Adversarial Robustness” using the Python language.
Language: Python - Size: 3.08 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
AlphaDiSC/Real-Time-Image-Based-Attendance-System
A Real Time Image based attendance system that takes time spent loitering around into account, when marking the attendance for each individual.
Language: Python - Size: 8.79 KB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0
ace19-dev/mvcnn-tf
Basic reference for Multi View Classification - mvcnn
Language: Python - Size: 253 KB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 13 - Forks: 0
jiankang1991/GRN-SNDL
codes for TGRS paper: Graph Relation Network: Modeling Relations between Scenes for Multi-Label Remote Sensing Image Classification and Retrieval
Language: Python - Size: 354 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 35 - Forks: 7
ShengcaiLiao/QAConv
[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
Language: Python - Size: 5.42 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 188 - Forks: 30
aioz-ai/BMVC20_CBSwR
"Deep Metric Learning Meets DeepClustering: An Novel UnsupervisedApproach for Feature Embedding" (BMVC 2020)
Language: Python - Size: 20.8 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 7 - Forks: 4
codeglitchz/attendance-system
A simple, modern and scalable facial recognition based attendance system built with Python back-end & Angular front-end.
Language: Python - Size: 19.2 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 65 - Forks: 20
hudengjunai/DeepEmbeding
图像检索和向量搜索，similarity learning,compare deep metric and deep-hashing applying in image retrieval
Language: Jupyter Notebook - Size: 125 MB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 119 - Forks: 31
adigasu/Dynamic_subspace_learners
A novel dynamic learning strategy that overcomes the empirical search of an optimal number of subspace learners in multiple metric learners.
Language: Python - Size: 903 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0
isakengstrom/masters-project
Master's Degree Project – M.Sc. in Media Technology and Engineering at Linköping University – Automated Gait Analysis Using Deep Metric Learning
Language: Python - Size: 34 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 0
jiankang1991/HR-S2DML
codes for RS paper: High-Rankness Regularized Semi-supervised Deep Metric Learning for Remote Sensing Imagery
Language: Python - Size: 170 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 4 - Forks: 2
PkuRainBow/Hard-Aware-Deeply-Cascaed-Embedding
source code for the paper "Hard-Aware-Deeply-Cascaed-Embedding"
Language: C++ - Size: 22.8 MB - Last synced at: about 2 years ago - Pushed at: over 8 years ago - Stars: 32 - Forks: 11
ledduy610/Deep-Metric-Learning-Baselines Fork of Confusezius/Deep-Metric-Learning-Baselines
PyTorch Implementation for Deep Metric Learning Pipelines
Size: 2.83 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0
bacnguyencong/deepml
Deep metric learning repository
Language: Python - Size: 20.2 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 0
pjirayu/STOS
Official implementation of STOS in an original article "High-intensified resemblance & Statistic-Restructured Alignment in Few-Shot DA for Industrial-Specialized Employment"
Language: Python - Size: 324 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
saranshkr/face-recognition
Simple face detection and recognition in images and videos, deep metric learning with Dlib's HoG face detection model
Language: Python - Size: 20.5 KB - Last synced at: 12 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
soumitri2001/DMTNet-CRCH
Official Implementation of our paper "Supervision meets Self-Supervision: A Deep Multitask Network for Colorectal Cancer Histopathological Analysis" [Best Paper Award at MISP 2022]
Language: Python - Size: 46.8 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 1
QuocThangNguyen/deep-metric-learning-tsinghua-dogs
Dogs classification with Deep Metric Learning
Language: Python - Size: 50.2 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 49 - Forks: 8
jiankang1991/SNCA_CE
codes for TGRS paper "Deep Metric Learning based on Scalable Neighborhood Components for Remote Sensing Scene Characterization"
Language: Python - Size: 280 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 0
XinshaoAmosWang/Ranked-List-Loss-for-DML
CVPR 2019: Ranked List Loss for Deep Metric Learning, with extension for TPAMI submission
Language: Shell - Size: 445 MB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 61 - Forks: 8
kashimAstro/ofFaceRecognition
simple example face recognition with deep metric learning to dlib
Language: Makefile - Size: 160 KB - Last synced at: about 2 years ago - Pushed at: over 8 years ago - Stars: 20 - Forks: 3
xrenaa/Human-Motion-Analysis-with-Deep-Metric-Learning
pytorch implement of this paper: https://arxiv.org/abs/1807.11176
Language: Python - Size: 497 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 43 - Forks: 9
easonyang1996/DML_HistoImgRetrieval
A deep metric learning approach for histopathological image retrieval
Language: Python - Size: 16.7 MB - Last synced at: 2 months ago - Pushed at: almost 5 years ago - Stars: 6 - Forks: 1
tomp11/metric_learning
Metric Learning (npair loss & angular loss) on mnist and Visualizing by t_SNE
Language: Python - Size: 380 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 30 - Forks: 8
youngminPIL/AutoLR
AutoLR: Layer-wise Pruning and Auto-tuning of Learning Rates in Fine-tuning of Deep Networks
Language: Python - Size: 5.49 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 14 - Forks: 4
ShengcaiLiao/TransMatcher
[NeurIPS 2021] TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification
Language: Python - Size: 5.28 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 2
MLforHealth/S2SD
(ICML 2021) Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning. Paper Link: https://arxiv.org/abs/2009.08348
Language: Python - Size: 998 KB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 37 - Forks: 6
neka-nat/pytorch-hdml
Hardness-Aware Deep Metric Learning (CVPR2019) in pytorch
Language: Python - Size: 20.6 MB - Last synced at: 6 months ago - Pushed at: over 4 years ago - Stars: 28 - Forks: 7
neka-nat/pytorch-softtriple
SoftTriple (ICCV2019) in pytorch
Language: Python - Size: 11.1 MB - Last synced at: 5 months ago - Pushed at: almost 6 years ago - Stars: 8 - Forks: 0
shubhangb97/Metric_Learning_CS_543
Deep Metric Learning
Language: Python - Size: 106 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0
littleredxh/DREML
PyTorch implementation of Deep Randomized Ensembles for Metric Learning(ECCV2018)
Language: Python - Size: 80.1 KB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 67 - Forks: 14
XinshaoAmosWang/OSM_CAA_WeightedContrastiveLoss
Deep Metric Learning by Online Soft Mining and Class-Aware Attention, AAAI 2019 Oral
Language: Shell - Size: 18.6 MB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 8 - Forks: 4
cazhang/vit-reranking
Pytorch Implementation of bmvc 2022 paper "Beyong the CLS Token: Image Reranking using Pretrained Vision Transformers"
Language: Python - Size: 230 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0
ppriyank/-Online-Soft-Mining-and-Class-Aware-Attention-Pytorch
(Pytorch and Tensorflow) Implementation of Weighted Contrastive Loss (Deep Metric Learning by Online Soft Mining and Class-Aware Attention)
Language: Python - Size: 382 KB - Last synced at: over 2 years ago - Pushed at: almost 6 years ago - Stars: 20 - Forks: 3
twpkevin06222/MasterThesis
Classification of Clinically Significant Prostate Cancer with 3D Multiparametric MRI with Deep Metric Learning.
Language: Jupyter Notebook - Size: 29.9 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0
Confusezius/CVPR2020_PADS
(CVPR 2020) This repo contains code for "PADS: Policy-Adapted Sampling for Visual Similarity Learning", which proposes learnable triplet mining with Reinforcement Learning.
Language: Python - Size: 193 KB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 57 - Forks: 9
amirhfarzaneh/ddaloss-pytorch
The PyTorch implementation of Discriminant Distribution-Agnostic loss (DDA loss)
Language: Python - Size: 3.91 KB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 1
magnusbarata/ct-slice-matching
Identifying the corresponding CT slices among the past scans of the same patient via deep metric learning
Language: Python - Size: 13.2 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0
