Improved Few-Shot Visual Classification

Benchmark Model Rank Results
few-shot-image-classification-on-mini-imagenet-10-way-1-shotSimple CNAPS + FETI#2Accuracy: 63.5
few-shot-image-classification-on-mini-imagenet-10-way-1-shotSimple CNAPS#6Accuracy: 37.1
few-shot-image-classification-on-mini-imagenet-10-way-5-shotSimple CNAPS + FETI#2Accuracy: 83.1
few-shot-image-classification-on-mini-imagenet-10-way-5-shotSimple CNAPS#5Accuracy: 56.7
few-shot-image-classification-on-tiered-imagenet-10-way-1-shotSimple CNAPS + FETI#2Accuracy: 57.1
few-shot-image-classification-on-tiered-imagenet-10-way-1-shotSimple CNAPS#4Accuracy: 48.1
few-shot-image-classification-on-tiered-imagenet-10-way-5-shotSimple CNAPS + FETI#2Accuracy: 78.5
few-shot-image-classification-on-tiered-imagenet-10-way-5-shotSimple CNAPS#4Accuracy: 70.2
few-shot-image-classification-on-meta-dataset-rankSimple CNAPS#3Mean Rank: 3.45
few-shot-image-classification-on-meta-datasetSimple CNAPS#11Accuracy: 69.86
few-shot-image-classification-on-mini-imagenet-5-way-5-shotSimple CNAPS + FETI#11Accuracy: 90.3
few-shot-image-classification-on-mini-imagenet-5-way-5-shotSimple CNAPS#75Accuracy: 70.8
few-shot-image-classification-on-mini-imagenet-5-way-1-shotSimple CNAPS + FETI#19Accuracy: 77.4
few-shot-image-classification-on-mini-imagenet-5-way-1-shotSimple CNAPS#82Accuracy: 53.2
few-shot-image-classification-on-tiered-imagenet-5-way-5-shotSimple CNAPS + FETI#27Accuracy: 86.0
few-shot-image-classification-on-tiered-imagenet-5-way-5-shotSimple CNAPS#41Accuracy: 80.0
few-shot-image-classification-on-tiered-imagenet-5-way-1-shotSimple CNAPS + FETI#28Accuracy: 71.4
few-shot-image-classification-on-tiered-imagenet-5-way-1-shotSimple CNAPS#41Accuracy: 63.0