deep-metric-learning

There are 13 repositories under deep-metric-learning topic.

pytorch-metric-learning
KevinMusgrave / pytorch-metric-learning
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
computer-vision contrastive-learning deep-learning deep-metric-learning embeddings image-retrieval machine-learning metric-learning pytorch self-supervised-learning
Language:Python 5785
bnu-wangxun / Deep_Metric
Deep Metric Learning
cvpr deep-metric-learning embedding-learning image-retrieval loss-function multi-similarity-loss xbm
Language:Python 774
Confusezius / Deep-Metric-Learning-Baselines
PyTorch Implementation for Deep Metric Learning Pipelines
pytorch deep-metric-learning deep-learning metric-learning neural-networks computer-vision pku-vehicle distance-sampling shop-clothes cars196 cub200
Language:Python 571
Revisiting_Deep_Metric_Learning_PyTorch
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.
cars196 cub200-2011 deep-learning deep-metric-learning icml2020 image-retrieval metric-learning stanford-online-products wandb
Language:Python 341
tjddus9597 / Proxy-Anchor-CVPR2020
Official PyTorch Implementation of Proxy Anchor Loss for Deep Metric Learning, CVPR 2020
cvpr2020 deep-metric-learning image-retrieval proxy-anchor-loss pytorch
Language:Python 308
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).
angular-loss deep-metric-learning image-retrieval metric-learning n-pair-loss pytorch
Language:Python 273
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
person-reidentification person-re-identification person-reid person-retrieval person-search person-recognition re-identification re-id temporal-models adaptive-convolution interpretability interpretable-deep-learning correspondence image-matching generalization generalizability deep-metric-learning metric-learning reid domain-generalization
Language:Python 196
hudengjunai / DeepEmbeding
图像检索和向量搜索，similarity learning,compare deep metric and deep-hashing applying in image retrieval
deep-metric-learning image-similarity image-retrieval deep-hashing
Language:Jupyter Notebook 119
MKLab-ITI / ndvr-dml
Authors official Tensorflow implementation of the "Near-Duplicate Video Retrieval with Deep Metric Learning" [ICCVW 2017]
ndvr near-duplicate-video-retrieval deep-metric-learning dml video-retrieval
Language:Python 118
kunhe / FastAP-metric-learning
Code for CVPR 2019 paper "Deep Metric Learning to Rank"
deep-metric-learning cvpr pytorch matconvnet learning-to-rank metric-learning
Language:MATLAB 95
wl-zhao / DIML
[ICCV 2021] Towards Interpretable Deep Metric Learning with Structural Matching
interpretable-deep-learning deep-metric-learning iccv2021 computer-vision deep-learning
Language:Python 83
codeglitchz / attendance-system
A simple, modern and scalable facial recognition based attendance system built with Python back-end & Angular front-end.
face-recognition face-detection attendance-system attendance opencv command-line flask angular sqlalchemy dlib face-recognition-python deep-learning deep-metric-learning facial-embeddings knn-classification face-encodings modern python
Language:Python 82
IoBT-VISTEC / MIN2Net
End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)
brain-computer-interface multi-task-learning deep-metric-learning dml autoencoder ae eeg bci deep-learning machine-learning eeg-classification
Language:Python 71
littleredxh / DREML
PyTorch implementation of Deep Randomized Ensembles for Metric Learning(ECCV2018)
deep-metric-learning deep-learning pytorch retrieving-images embedding computer-vision machine-learning
Language:Python 67
XinshaoAmosWang / Ranked-List-Loss-for-DML
CVPR 2019: Ranked List Loss for Deep Metric Learning, with extension for TPAMI submission
deep-metric-learning fine-grained-recognition image-clustering image-retrieval learning-to-rank open-set-recognition
Language:Shell 63
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.
cars196 cub200-2011 cvpr2020 deep-learning deep-metric-learning metric-learning pytorch retrieval
Language:Python 60
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.
cars196 computer-vi cub200 deep-lear deep-metric-learning metric-pku-vehicle pytorch shop-clothes-retrieval
Language:Python 60
QuocThangNguyen / deep-metric-learning-tsinghua-dogs
Dogs classification with Deep Metric Learning
proxy-nca-loss triplet-loss proxy-anchor-loss soft-triple-loss tsinghua-dogs-dataset deep-metric-learning fine-grained-classification pytorch
Language:Python 59
YuehuaZhu / ProxyGML
Official PyTorch Implementation of ProxyGML Loss for Deep Metric Learning, NeurIPS 2020 (spotlight)
deep-metric-learning graph proxy
Language:Python 58
xrenaa / Human-Motion-Analysis-with-Deep-Metric-Learning
pytorch implement of this paper: https://arxiv.org/abs/1807.11176
dataset deep-metric-learning eccv eccv-2018 human-motion-analysis pytorch skeleton
Language:Python 48
S2SD
MLforHealth / S2SD
(ICML 2021) Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning. Paper Link: https://arxiv.org/abs/2009.08348
deep-metric-learning metric-learning deep-learning pytorch cub200-2011 cars196 stanford-online-products image-retrieval zero-shot-learning
Language:Python 41
tjddus9597 / LabelRelaxation-CVPR21
Official PyTorch Implementation of Embedding Transfer with Label Relaxation for Improved Metric Learning, CVPR 2021
cvpr2021 deep-metric-learning embedding-trasnfer image-retrieval knowledge-distillation pytorch
Language:Python 40
Dyfine / SphericalEmbedding
official pytorch implementation of "Deep Metric Learning with Spherical Embedding", NeurIPS 2020
deep-metric-learning
Language:Python 38
Ximilar-com / tf-metric-learning
Minimalistic TensorFlow2+ deep metric/similarity learning library with loss functions, miners, and utils as embedding projector.
metric-learning computer-vision similarity-search image-retrieval machine-learning python tensorflow deep-learning deep-metric-learning visual-search
Language:Python 37
zbr17 / GeDML
Generalized Deep Metric Learning.
computer-vision metric-learning loss-functions deep-metric-learning self-supervised-learning contrastive-learning
Language:Python 36
jiankang1991 / GRN-SNDL
codes for TGRS paper: Graph Relation Network: Modeling Relations between Scenes for Multi-Label Remote Sensing Image Classification and Retrieval
remote-sensing multilabel-classification deep-metric-learning image-retrieval landcover-classification
Language:Python 35
tomp11 / metric_learning
Metric Learning (npair loss & angular loss) on mnist and Visualizing by t_SNE
metric-learning n-pair-loss angular-loss pytorch deep-metric-learning
Language:Python 35
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.
cars196 cub200-2011 deep-learning deep-metric-learning image-retrieval metric-learning stanford-online-products wandb
Language:Python 33
navervision / proxy-synthesis
Official PyTorch implementation of "Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning" (AAAI 2021)
aaai2021 pytorch proxy-synthesis metric-learning image-retrieval deep-learning deep-metric-learning cars196 regularizer proxy-based synthetic-classes norm-softmax proxy-nca
Language:Python 33
PkuRainBow / Hard-Aware-Deeply-Cascaed-Embedding
source code for the paper "Hard-Aware-Deeply-Cascaed-Embedding"
cvpr-2017 deep-metric-learning image retrieval
Language:C++ 32
neka-nat / pytorch-hdml
Hardness-Aware Deep Metric Learning (CVPR2019) in pytorch
deep-metric-learning deep-learning pytorch triplet-loss cvpr2019 cars196 cub200
Language:Python 28
Confusezius / Characterizing_Generalization_in_DeepMetricLearning
Implementation and Benchmark Splits to study Out-of-Distribution Generalization in Deep Metric Learning.
deep-metric-learning generalization out-of-distribution cub200-2011 cars196 stanford-online-products pytorch deep-learning
Language:Python 24
kakaoenterprise / AAAI2021_MDR
Official Code of AAAI 2021 Paper "Multi-level Distance Regularization for Deep Metric Learning"
deep-metric-learning pytorch aaai2021 image-retrieval
Language:Python 23
ShengcaiLiao / TransMatcher
[NeurIPS 2021] TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification
correspondence deep-metric-learning domain-generalization generalizability generalization image-matching interpretability interpretable-deep-learning metric-learning person-re-identification person-recognition person-reid person-reidentification person-retrieval person-search re-id re-identification reid reidentification transformers
Language:Python 23
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)
deep-metric-learning loss-functions online-soft-mining personreid pytorch tensorflow
Language:Python 21
cdluminate / robrank
Adversarial Attack and Defense in Deep Ranking, T-PAMI, 2024
ranking metric-learning adversarial-attacks deep-metric-learning dml adversarial-defense adversarial-machine-learning adversarial-robustness adversarial-training
Language:Python 20

deep-metric-learning

KevinMusgrave / pytorch-metric-learning

bnu-wangxun / Deep_Metric

Confusezius / Deep-Metric-Learning-Baselines

Confusezius / Revisiting_Deep_Metric_Learning_PyTorch

tjddus9597 / Proxy-Anchor-CVPR2020

leeesangwon / PyTorch-Image-Retrieval

ShengcaiLiao / QAConv

hudengjunai / DeepEmbeding

MKLab-ITI / ndvr-dml

kunhe / FastAP-metric-learning

wl-zhao / DIML

codeglitchz / attendance-system

IoBT-VISTEC / MIN2Net

littleredxh / DREML

XinshaoAmosWang / Ranked-List-Loss-for-DML

Confusezius / CVPR2020_PADS

Confusezius / ICCV2019_MIC

QuocThangNguyen / deep-metric-learning-tsinghua-dogs

YuehuaZhu / ProxyGML

xrenaa / Human-Motion-Analysis-with-Deep-Metric-Learning

MLforHealth / S2SD

tjddus9597 / LabelRelaxation-CVPR21

Dyfine / SphericalEmbedding

Ximilar-com / tf-metric-learning

zbr17 / GeDML

jiankang1991 / GRN-SNDL

tomp11 / metric_learning

Confusezius / ECCV2020_DiVA_MultiFeature_DML

navervision / proxy-synthesis

PkuRainBow / Hard-Aware-Deeply-Cascaed-Embedding

neka-nat / pytorch-hdml

Confusezius / Characterizing_Generalization_in_DeepMetricLearning

kakaoenterprise / AAAI2021_MDR

ShengcaiLiao / TransMatcher

ppriyank / -Online-Soft-Mining-and-Class-Aware-Attention-Pytorch

cdluminate / robrank