Confusezius/Characterizing_Generalization_in_DeepMetricLearning

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Created over 3 years ago
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Confusezius/Characterizing_Generalization_in_DeepMetricLearning

Confusezius

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Implementation and Benchmark Splits to study Out-of-Distribution Generalization in Deep Metric Learning.

Deep-Metric-Learning-Baselines

PyTorch Implementation for Deep Metric Learning Pipelines

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.

unet-lits-2d-pipeline

Liver Lesion Segmentation with 2D Unets

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.

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.

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.

selfsupervised_learning

platesmania_crawler

Python and PyMongo-Based Web Crawler for Platesmania.com

Carvana_Image_Masking_Challenge

Straightforward top-5% Car Masking Pipeline for the Carvana Image Masking Challenge

model_study_stream

Simulated_SelfDriving_Car

Self-driving car using the Udacity driving simulator

TripletNet_Training

cellproliferationlogbook

Html, JQuery and Javascript-based Logbook for cell culturing

Confusezius