Low-shot Visual Recognition by Shrinking and Hallucinating Features

Benchmark Model Rank Results
few-shot-image-classification-on-imagenet-fsSGM (ResNet-50)#6Top-5 Accuracy (%): 52.9
few-shot-image-classification-on-imagenet-fs-1SGM (ResNet-50)#5Top-5 Accuracy (%): 67.0
few-shot-image-classification-on-imagenet-fs-1SGM w/G (ResNet-50)#7Top-5 Accuracy (%): 64.9
few-shot-image-classification-on-imagenet-fs-6SGM (ResNet-50)#4Top-5 Accuracy (%): 77.4
few-shot-image-classification-on-imagenet-fs-6SGM w/ G (ResNet-50)#6Top-5 Accuracy (%): 77.3