Table 7 Comparisons in task 2 on the CUB dataset
From: SKZC: self-distillation and k-nearest neighbor-based zero-shot classification
Method | 140:60 splits | 100:100 splits | ||||
|---|---|---|---|---|---|---|
Sacc | Uacc | H | Sacc | Uacc | H | |
DEM | 37.9 | 27.6 | 27.5 | 38.6 | 27.8 | 28.0 |
Lisgan | 48.2 | 34.7 | 36.9 | 47.3 | 31.7 | 34.5 |
ICCE | 48.3 | 36.7 | 38.6 | 47.2 | 36.5 | 39.1 |
AVAEDS | 45.2 | 38.3 | 41.1 | 46.2 | 37.8 | 41.5 |
SGFR [59] | 41.6 | 41.1 | 45.6 | 40.5 | 47.0 | 45.8 |
SKZC | 52.5 | 54.4 | 53.4 | 55.6 | 62.3 | 58.8 |