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SotA/Methodology/Few-Shot Learning

Few-Shot Learning

102 benchmarks2964 papers

Few-Shot Learning is an example of meta-learning, where a learner is trained on several related tasks, during the meta-training phase, so that it can generalize well to unseen (but related) tasks with just few examples, during the meta-testing phase. An effective approach to the Few-Shot Learning problem is to learn a common representation for various tasks and train task specific classifiers on top of this representation.

<span class="description-source">Source: Penalty Method for Inversion-Free Deep Bilevel Optimization </span>

Benchmarks

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

Mean IoUFB-IoUlearnable parameters (million)Mean Base and Novel

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

Mean IoUFB-IoUlearnable parameters (million)Mean Base and Novel

Few-Shot Learning on COCO-20i (1-shot)

Mean IoUFB-IoUlearnable parameters (million)Mean Base and Novel

Few-Shot Learning on COCO-20i (5-shot)

Mean IoUFB-IoUlearnable parameters (million)Mean Base and Novel

Few-Shot Learning on FSS-1000 (1-shot)

Mean IoUFB-IoU

Few-Shot Learning on FSS-1000 (5-shot)

Mean IoUFB-IoUmIoU

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

Mean IoU

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

Mean IoU

Few-Shot Learning on MedConceptsQA

Accuracy

Few-Shot Learning on ChestX

5 shot

Few-Shot Learning on EuroSAT

5 shotHarmonic mean

Few-Shot Learning on ISIC2018

5 shot

Few-Shot Learning on CUB

5 shot

Few-Shot Learning on CropDisease

5 shot

Few-Shot Learning on Places

5 shot

Few-Shot Learning on Plantae

5 shot

Few-Shot Learning on cars

5 shot

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

mIoU

Few-Shot Learning on COCO-20i (10-shot)

Mean IoU

Few-Shot Learning on FGVC Aircraft

Harmonic mean4-shot Accuracy8-shot Accuracy12-shot Accuracy16-shot Accuracy

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

Mean IoU

Few-Shot Learning on DTD

4-shot Accuracy8-shot Accuracy12-shot Accuracy16-shot AccuracyHarmonic mean

Few-Shot Learning on FSS-1000

Mean IoU

Few-Shot Learning on Pascal5i

meanIOU

Few-Shot Learning on Stanford Cars

4-shot Accuracy8-shot Accuracy12-shot Accuracy16-shot Accuracy

Few-Shot Learning on Mini-ImageNet - 1-Shot Learning

Acc

Few-Shot Learning on Mini-Imagenet 5-way (1-shot)

Accuracy5 way 1~2 shot

Few-Shot Learning on PubMedQA

Accuracy

Few-Shot Learning on Caltech101

Harmonic mean

Few-Shot Learning on CaseHOLD

Accuracy

Few-Shot Learning on DocRED

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

Few-Shot Learning on FREDo

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

Few-Shot Learning on FREDo (cross-domain)

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

Few-Shot Learning on Flowers-102

Harmonic mean

Few-Shot Learning on Large COVID-19 CT scan slice dataset

AUC-ROCAccuracy Macro F1Macro PrecisionMacro RecallMicro PrecisionSpecificity

Few-Shot Learning on MNIST

Accuracy

Few-Shot Learning on MedNLI

Accuracy

Few-Shot Learning on Mini-ImageNet - 10-Shot Learning

Accuracy

Few-Shot Learning on Mini-ImageNet - 20-Shot Learning

Accuracy

Few-Shot Learning on OxfordPets

Harmonic mean

Few-Shot Learning on SUN397

Harmonic mean

Few-Shot Learning on SciERC

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

Few-Shot Learning on StanforCars

Harmonic mean

Few-Shot Learning on UCF101

Harmonic mean

Few-Shot Learning on food101

Harmonic mean

Few-Shot Learning on tieredImageNet - 5-shot

Accuracy

Few-Shot Learning on BirdClef 2020 (Pruned)

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

Few-Shot Learning on CR

Acc

Few-Shot Learning on CREMA-D

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

Few-Shot Learning on Common Voice

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

Few-Shot Learning on ESC-50

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

Few-Shot Learning on FSDKaggle2018

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

Few-Shot Learning on GLUE QQP

F1-score

Few-Shot Learning on MR

Acc

Few-Shot Learning on MRPC

F1-score

Few-Shot Learning on Mini-ImageNet - 5-Shot Learning

Accuracy

Few-Shot Learning on NSynth

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

Few-Shot Learning on Office-Home

AUROC

Few-Shot Learning on SST-2 Binary classification

Acc

Few-Shot Learning on Speech Accent Archive

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

Few-Shot Learning on Speech Command v2

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

Few-Shot Learning on VoxCeleb1

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

Few-Shot Learning on Watkins Marine Mammal Sounds

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

Few-Shot Learning on miniImagenet

Accuracy (%)