KevinMusgrave / pytorch-metric-learning

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Checking my understanding re: MPerClassSampler / MultiSimilarityMiner

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zabzug-pfpt commented Sep 1, 2020

Let's say I set m=8 and batch_size=32, and I have eight classes (A-H). That should mean that each batch is comprised of samples from only four classes, and each class is only represented in a single batch. That would then mean that samples from Class A could be in negative pairs with samples from Classes B-D, but never with samples from Classes E-H. Is that all correct?

How then does this i

bnu-wangxun / Deep_Metric

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Deep Metric Learning

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Updated Aug 10, 2020
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Confusezius / Deep-Metric-Learning-Baselines

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PyTorch Implementation for Deep Metric Learning Pipelines

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kdhht2334 / Survey_of_Deep_Metric_Learning

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A comprehensive survey of deep metric learning and related works

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leeesangwon / PyTorch-Image-Retrieval

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A PyTorch framework for an image retrieval task including implementation of N-pair Loss (NIPS 2016) and Angular Loss (ICCV 2017).

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Updated Feb 6, 2020
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tjddus9597 / Proxy-Anchor-CVPR2020

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Official PyTorch Implementation of Proxy Anchor Loss for Deep Metric Learning, CVPR 2020

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Updated Aug 3, 2020
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Confusezius / Revisiting_Deep_Metric_Learning_PyTorch

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(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 this field.

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Updated Aug 25, 2020
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kunhe / FastAP-metric-learning

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Code for CVPR 2019 paper "Deep Metric Learning to Rank"

pytorch learning-to-rank metric-learning matconvnet cvpr deep-metric-learning

Updated Apr 4, 2020
MATLAB

littleredxh / DREML

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PyTorch implementation of Deep Randomized Ensembles for Metric Learning(ECCV2018)

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Updated Jun 15, 2020
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hudengjunai / DeepEmbeding

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图像检索和向量搜索，similarity learning,compare deep metric and deep-hashing applying in image retrieval

image-retrieval deep-metric-learning image-similarity deep-hashing

Updated May 3, 2020
Jupyter Notebook

Confusezius / ICCV2019_MIC

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(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.

pytorch deep-metric-learning cub200 deep-lear shop-clothes-retrieval computer-vi cars196 pku-vehicle metric-

Updated Jun 12, 2020
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ShengcaiLiao / QAConv

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Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting

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Updated Aug 12, 2020
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Confusezius / CVPR2020_PADS

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(CVPR 2020) This repo contains code for "PADS: Policy-Adapted Sampling for Visual Similarity Learning", which proposes learnable triplet mining with Reinforcement Learning.

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Updated Jun 12, 2020
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XinshaoAmosWang / Ranked-List-Loss-for-DML

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CVPR 2019: Ranked List Loss for Deep Metric Learning, with extension for TPAMI submission

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PkuRainBow / Hard-Aware-Deeply-Cascaed-Embedding

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source code for the paper "Hard-Aware-Deeply-Cascaed-Embedding"

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kashimAstro / ofFaceRecognition

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simple example face recognition with deep metric learning to dlib

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codeglitchz / attendance-system

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A simple, modern and scalable facial recognition based attendance system built with Python back-end & Angular front-end.

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neka-nat / pytorch-hdml

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Hardness-Aware Deep Metric Learning (CVPR2019) in pytorch

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Updated Oct 10, 2019
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ppriyank / -Online-Soft-Mining-and-Class-Aware-Attention-Pytorch

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(Pytorch and Tensorflow) Implementation of Weighted Contrastive Loss (Deep Metric Learning by Online Soft Mining and Class-Aware Attention)

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Updated Oct 21, 2019
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xrenaa / Human-Motion-Analysis-with-Deep-Metric-Learning

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pytorch implement of this paper: https://arxiv.org/abs/1807.11176

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Updated Feb 16, 2020
Python

tomp11 / metric_learning

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Metric Learning (npair loss & angular loss) on mnist and Visualizing by t_SNE

pytorch metric-learning deep-metric-learning n-pair-loss angular-loss

Updated Nov 1, 2019
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neka-nat / pytorch-softtriple

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SoftTriple (ICCV2019) in pytorch

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Updated Oct 11, 2019
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XinshaoAmosWang / OSM_CAA_WeightedContrastiveLoss

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Deep Metric Learning by Online Soft Mining and Class-Aware Attention, AAAI 2019 Oral

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jiankang1991 / GRN-SNDL

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codes for TGRS paper: Graph Relation Network: Modeling Relations between Scenes for Multi-Label Remote Sensing Image Classification and Retrieval

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Updated Aug 22, 2020
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ace19-dev / mvcnn-tf

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Basic reference for Multi View Classification - mvcnn

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Updated Jul 21, 2019
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Confusezius / ECCV2020_DiVA_MultiFeature_DML

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(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.

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Updated Aug 25, 2020
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bacnguyencong / deepml

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Deep metric learning repository

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Jichao-Yang / Triplet-Network

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Replication of 'Deep metric Learning Using Triplet Network'

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jiankang1991 / HR-S2DML

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codes for RS paper: High-Rankness Regularized Semi-supervised Deep Metric Learning for Remote Sensing Imagery

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Ximilar-com / tf-metric-learning

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Minimalistic TensorFlow2+ deep metric/similarity learning library with loss functions, miners, and utils as embedding projector.

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Updated Jul 23, 2020
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deep-metric-learning

Here are 35 public repositories matching this topic...

KevinMusgrave / pytorch-metric-learning

Checking my understanding re: MPerClassSampler / MultiSimilarityMiner

bnu-wangxun / Deep_Metric

Confusezius / Deep-Metric-Learning-Baselines

kdhht2334 / Survey_of_Deep_Metric_Learning

leeesangwon / PyTorch-Image-Retrieval

tjddus9597 / Proxy-Anchor-CVPR2020

Confusezius / Revisiting_Deep_Metric_Learning_PyTorch

kunhe / FastAP-metric-learning

littleredxh / DREML

hudengjunai / DeepEmbeding

Confusezius / ICCV2019_MIC

ShengcaiLiao / QAConv

Confusezius / CVPR2020_PADS

XinshaoAmosWang / Ranked-List-Loss-for-DML

PkuRainBow / Hard-Aware-Deeply-Cascaed-Embedding

kashimAstro / ofFaceRecognition

codeglitchz / attendance-system

neka-nat / pytorch-hdml

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

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

tomp11 / metric_learning

neka-nat / pytorch-softtriple

XinshaoAmosWang / OSM_CAA_WeightedContrastiveLoss

jiankang1991 / GRN-SNDL

ace19-dev / mvcnn-tf

Confusezius / ECCV2020_DiVA_MultiFeature_DML

bacnguyencong / deepml

Jichao-Yang / Triplet-Network

jiankang1991 / HR-S2DML

Ximilar-com / tf-metric-learning

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