From: Multimodal few-shot classification without attribute embedding
Method | 1-shot | 2-shot | 5-shot | 10-shot | 20-shot |
---|---|---|---|---|---|
PN [39] + [7] | 42.20 | 55.70 | 68.70 | – | – |
MN [40] + [7] | 51.60 | 59.90 | 72.00 | – | – |
Compositional [7] | 53.60 | 64.80 | 74.60 | 78.70 | – |
Proposed method (ResNet-18) | 43.49 | 58.03 | 72.13 | 79.56 | 83.74 |
Proposed method (ResNet-101) | 52.57 | 65.81 | 77.84 | 82.35 | 86.31 |