Enhancing Few-Shot Image Classification with Unlabelled Examples

Benchmark Model Rank Results
few-shot-image-classification-on-mini-imagenet-10-way-1-shotTransductive CNAPS + FETI#1Accuracy: 68.5
few-shot-image-classification-on-mini-imagenet-10-way-1-shotTransductive CNAPS#4Accuracy: 42.8
few-shot-image-classification-on-mini-imagenet-10-way-5-shotTransductive CNAPS + FETI#1Accuracy: 85.9
few-shot-image-classification-on-mini-imagenet-10-way-5-shotTransductive CNAPS#4Accuracy: 59.6
few-shot-image-classification-on-tiered-imagenet-10-way-1-shotTransductive CNAPS + FETI#1Accuracy: 65.1
few-shot-image-classification-on-tiered-imagenet-10-way-1-shotTransductive CNAPS#3Accuracy: 54.6
few-shot-image-classification-on-tiered-imagenet-10-way-5-shotTransductive CNAPS + FETI#1Accuracy: 80.6
few-shot-image-classification-on-tiered-imagenet-10-way-5-shotTransductive CNAPS#3Accuracy: 72.5
few-shot-image-classification-on-meta-dataset-rankTransductive CNAPS#2Mean Rank: 3.05
few-shot-image-classification-on-mini-imagenet-5-way-5-shotTransductive CNAPS + FETI#6Accuracy: 91.5
few-shot-image-classification-on-mini-imagenet-5-way-5-shotTransductive CNAPS#69Accuracy: 73.1
few-shot-image-classification-on-meta-datasetTransductive CNAPS#10Accuracy: 70.32
few-shot-image-classification-on-mini-imagenet-5-way-1-shotTransductive CNAPS + FETI#13Accuracy: 79.9
few-shot-image-classification-on-mini-imagenet-5-way-1-shotTransductive CNAPS#77Accuracy: 55.6
few-shot-image-classification-on-tiered-imagenet-5-way-5-shotTransductive CNAPS + FETI#17Accuracy: 87.7
few-shot-image-classification-on-tiered-imagenet-5-way-5-shotTransductive CNAPS#37Accuracy: 81.8
few-shot-image-classification-on-tiered-imagenet-5-way-1-shotTransductive CNAPS + FETI#21Accuracy: 73.8
few-shot-image-classification-on-tiered-imagenet-5-way-1-shotTransductive CNAPS#38Accuracy: 65.9