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Seen-Unseen relatedness results on CUB and NAB datasets with easy (SCS) and hard (SCE) splits. Top-1 accuracy is reported in.
| Methods | CUB |
NAB |
||
|---|---|---|---|---|
| SCS | SCE | SCS | SCE | |
| MCZSL [4] | 34.7 | – | – | – |
| WAC-Linear [37] | 27.0 | 5.0 | – | – |
| WAC-Kernel [36] | 33.5 | 7.7 | 11.4 | 6.0 |
| ESZSL [137] | 28.5 | 7.4 | 24.3 | 6.3 |
| SJE [7] | 29.9 | – | – | – |
| ZSLNS [123] | 29.1 | 7.3 | 24.5 | 6.8 |
| SynCfast[22] | 28.0 | 8.6 | 18.4 | 3.8 |
| SynCOVO[22] | 12.5 | 5.9 | – | – |
| ZSLPP [38] | 37.2 | 9.7 | 30.3 | 8.1 |
| GAZSL [211] | 43.7 | 10.3 | 35.6 | 8.6 |
| CANZSL [26] | 45.8 | 14.3 | 38.1 | 8.9 |
