Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification

Benchmark Model Rank Results
few-shot-image-classification-on-cub-200-5BD-CSPN + ESFR (ResNet-18)#21Accuracy: 88.65
few-shot-image-classification-on-cub-200-5-1BD-CSPN + ESFR (ResNet-18)#15Accuracy: 82.68
few-shot-image-classification-on-mini-2BD-CSPN + ESFR (WRN)#20Accuracy: 76.84
few-shot-image-classification-on-mini-2BD-CSPN + ESFR (ResNet-18)#24Accuracy: 73.98
few-shot-image-classification-on-mini-3BD-CSPN + ESFR (WRN)#27Accuracy: 84.36
few-shot-image-classification-on-mini-3BD-CSPN + ESFR (ResNet-18)#39Accuracy: 82.32
few-shot-image-classification-on-tieredBD-CSPN + ESFR (WRN)#9Accuracy: 81.77
few-shot-image-classification-on-tieredBD-CSPN + ESFR (ResNet-18)#11Accuracy: 80.13
few-shot-image-classification-on-tiered-1BD-CSPN + ESFR (WRN)#18Accuracy: 87.61
few-shot-image-classification-on-tiered-1BD-CSPN + ESFR (ResNet-18)#26Accuracy: 86.34