Instance Credibility Inference for Few-Shot Learning

Benchmark Model Rank Results
few-shot-image-classification-on-cifar-fs-5ICI#20Accuracy: 76.51
few-shot-image-classification-on-cifar-fs-5-1ICI#30Accuracy: 84.32
few-shot-image-classification-on-cub-200-5ICI#11Accuracy: 92.48
few-shot-image-classification-on-cub-200-5-1ICI#11Accuracy: 89.58
few-shot-image-classification-on-dirichletLR-ICI#71:1 Accuracy: 58.7
few-shot-image-classification-on-dirichlet-1LR-ICI#81:1 Accuracy: 73.5
few-shot-image-classification-on-dirichlet-2LR+ICI#11:1 Accuracy: 74.6
few-shot-image-classification-on-dirichlet-3LR+ICI#31:1 Accuracy: 85.1
few-shot-image-classification-on-mini-2ICI#34Accuracy: 69.66
few-shot-image-classification-on-mini-3ICI#49Accuracy: 80.11
few-shot-image-classification-on-tieredICI#6Accuracy: 84.01
few-shot-image-classification-on-tiered-1ICI#11Accuracy: 89.00