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SotA/Methodology/Generalized Few-Shot Learning

Generalized Few-Shot Learning

43 benchmarks13 papers

Benchmarks

Generalized Few-Shot Learning on ImageNet-LT

Top-1 Accuracy

Generalized Few-Shot Learning on CIFAR-100-LT (ρ=100)

Error Rate

Generalized Few-Shot Learning on CIFAR-10-LT (ρ=10)

Error Rate

Generalized Few-Shot Learning on CIFAR-100-LT (ρ=10)

Error Rate

Generalized Few-Shot Learning on Places-LT

Top-1 AccuracyTop 1 Accuracy

Generalized Few-Shot Learning on CIFAR-10-LT (ρ=100)

Error Rate

Generalized Few-Shot Learning on CIFAR-100-LT (ρ=50)

Error Rate

Generalized Few-Shot Learning on MIMIC-CXR-LT

Balanced Accuracy

Generalized Few-Shot Learning on NIH-CXR-LT

Balanced Accuracy

Generalized Few-Shot Learning on COCO-MLT

Average mAP

Generalized Few-Shot Learning on VOC-MLT

Average mAP

Generalized Few-Shot Learning on CIFAR-10-LT (ρ=50)

Error Rate

Generalized Few-Shot Learning on AwA2

Per-Class Accuracy (1-shot)Per-Class Accuracy (2-shots)Per-Class Accuracy (5-shots)Per-Class Accuracy (10-shots)Per-Class Accuracy (20-shots)

Generalized Few-Shot Learning on ImageNet-GLT

Accuracy

Generalized Few-Shot Learning on AWA-LT

Per-Class AccuracyLong-Tailed Accuracy

Generalized Few-Shot Learning on CUB

Per-Class Accuracy (1-shot)Per-Class Accuracy (2-shots)Per-Class Accuracy (5-shots)Per-Class Accuracy (10-shots)Per-Class Accuracy (20-shots)

Generalized Few-Shot Learning on CUB-LT

Per-Class AccuracyLong-Tailed Accuracy

Generalized Few-Shot Learning on ImageNet-LT-d

Per-Class Accuracy

Generalized Few-Shot Learning on SUN

Per-Class Accuracy (1-shot)Per-Class Accuracy (2-shots)Per-Class Accuracy (5-shots)Per-Class Accuracy (10-shots)

Generalized Few-Shot Learning on SUN-LT

Per-Class AccuracyLong-Tailed Accuracy

Generalized Few-Shot Learning on EGTEA

Average PrecisionAverage Recall

Generalized Few-Shot Learning on iNaturalist 2018

Top-1 Accuracy

Generalized Few-Shot Learning on CIFAR-10-LT (ρ=200)

Error Rate

Generalized Few-Shot Learning on CIFAR-100-LT (ρ=200)

Error Rate

Generalized Few-Shot Learning on CelebA-5

Error Rate

Generalized Few-Shot Learning on Lot-insts

Macro-F1

Generalized Few-Shot Learning on mini-ImageNet-LT

Error Rate