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SotA/Methodology/Meta-Learning

Meta-Learning

109 benchmarks3569 papers

Meta-learning is a methodology considered with "learning to learn" machine learning algorithms.

<span style="color:grey; opacity: 0.6">( Image credit: Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks )</span>

Benchmarks

Meta-Learning on PASCAL-5i (1-Shot)

Mean IoU FB-IoU learnable parameters (million)Mean Base and Novel

Meta-Learning on PASCAL-5i (5-Shot)

Mean IoU FB-IoU learnable parameters (million)Mean Base and Novel

Meta-Learning on COCO-20i (1-shot)

Mean IoU FB-IoU learnable parameters (million)Mean Base and Novel

Meta-Learning on COCO-20i (5-shot)

Mean IoU FB-IoU learnable parameters (million)Mean Base and Novel

Meta-Learning on FSS-1000 (1-shot)

Mean IoU FB-IoU

Meta-Learning on FSS-1000 (5-shot)

Mean IoU FB-IoU mIoU

Meta-Learning on COCO-20i -> Pascal VOC (1-shot)

Meta-Learning on COCO-20i -> Pascal VOC (5-shot)

Meta-Learning on MedConceptsQA

Meta-Learning on ChestX

Meta-Learning on EuroSAT

5 shot Harmonic mean

Meta-Learning on ISIC2018

Meta-Learning on CUB

Meta-Learning on CropDisease

Meta-Learning on Places

Meta-Learning on Plantae

Meta-Learning on cars

Meta-Learning on COCO-20i (2-way 1-shot)

Meta-Learning on COCO-20i (10-shot)

Meta-Learning on FGVC Aircraft

Harmonic mean 4-shot Accuracy 8-shot Accuracy 12-shot Accuracy 16-shot Accuracy

Meta-Learning on PASCAL-5i (10-Shot)

Meta-Learning on DTD

4-shot Accuracy 8-shot Accuracy 12-shot Accuracy 16-shot Accuracy Harmonic mean

Meta-Learning on FSS-1000

Meta-Learning on Pascal5i

Meta-Learning on Stanford Cars

4-shot Accuracy 8-shot Accuracy 12-shot Accuracy 16-shot Accuracy

Meta-Learning on ML10

Meta-test success rate (zero-shot)Meta-test success rate Meta-train success rate

Meta-Learning on ML45

Meta-test success rate (zero-shot)Meta-train success rate

Meta-Learning on Mini-ImageNet - 1-Shot Learning

Meta-Learning on Mini-Imagenet 5-way (1-shot)

Accuracy 5 way 1~2 shot

Meta-Learning on PubMedQA

Meta-Learning on Caltech101

Meta-Learning on CaseHOLD

Meta-Learning on DocRED

F1 (1-Doc)F1 (3-Doc)

Meta-Learning on FREDo

F1 (1-Doc)F1 (3-Doc)

Meta-Learning on FREDo (cross-domain)

F1 (1-Doc)F1 (3-Doc)

Meta-Learning on Flowers-102

Meta-Learning on Large COVID-19 CT scan slice dataset

AUC-ROC Accuracy Macro F1 Macro Precision Macro Recall Micro Precision Specificity

Meta-Learning on MNIST

Meta-Learning on MedNLI

Meta-Learning on Mini-ImageNet - 10-Shot Learning

Meta-Learning on Mini-ImageNet - 20-Shot Learning

Meta-Learning on OMNIGLOT - 1-Shot, 20-way

% Test Accuracy

Meta-Learning on OxfordPets

Meta-Learning on SUN397

Meta-Learning on SciERC

F1 (1-Doc)F1 (3-Doc)

Meta-Learning on StanforCars

Meta-Learning on UCF101

Meta-Learning on food101

Meta-Learning on tieredImageNet - 5-shot

Meta-Learning on BirdClef 2020 (Pruned)

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on CR

Meta-Learning on CREMA-D

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on Common Voice

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on ESC-50

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on FSDKaggle2018

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on GLUE QQP

Meta-Learning on MR

Meta-Learning on MRPC

Meta-Learning on MT50

Average Success Rate

Meta-Learning on Mini-ImageNet - 5-Shot Learning

Meta-Learning on NSynth

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on Office-Home

Meta-Learning on SST-2 Binary classification

Meta-Learning on Speech Accent Archive

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on Speech Command v2

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on VoxCeleb1

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on Watkins Marine Mammal Sounds

Top-1 Accuracy(5-Way-1-Shot)

Meta-Learning on miniImagenet