Zero-shot Learning on AWA2 (test)
90.3Accuracy (a->s, Seen)LFGAA+SA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LFGAA+SAEvaluation Setting=Fine-tuned2021.05 | 90.3 | 68.1 | 50 | 64.4 | |
| SMAEvaluation Setting=Fine-tuned2021.05 | 87.1 | 68.8 | 37.6 | 52.5 | |
| MLSEEvaluation Setting=Pre-trained2021.05 | 83.2 | 67.8 | 23.8 | 37 | |
| Triplet LossEvaluation Setting=Pre-trained2021.05 | 83.2 | 67.9 | 48.5 | 61.3 | |
| CVCEvaluation Setting=Pre-trained2021.05 | 81.4 | 71.1 | 56.4 | 66.7 | |
| AREN+CSEvaluation Setting=Fine-tuned2021.05 | 79.1 | 67.9 | 54.7 | 64.7 | |
| APNEvaluation Setting=Fine-tuned2021.05 | 78 | 68.4 | 56.5 | 65.5 | |
| ComposerEvaluation Setting=Pre-trained2021.05 | 77.3 | 71.5 | 62.1 | 68.8 | |
| f-VAEGAN-d2Evaluation Setting=Fine-tuned2021.05 | 76.1 | 70.3 | 57.1 | 65.2 | |
| ComposerEvaluation Setting=Fine-tuned2021.05 | 76.1 | 75.4 | 62.2 | 68.5 | |
| Self-CalibrationEvaluation Setting=Pre-trained2021.05 | 75.3 | 67.7 | 60.5 | 67.1 | |
| CADA-VAEEvaluation Setting=Pre-trained2021.05 | 75 | — | 55.8 | 64 | |
| f-TranslatorEvaluation Setting=Pre-trained2021.05 | 72.6 | 70.4 | 55.3 | 62.6 | |
| Self-CalibrationEvaluation Setting=Fine-tuned2021.05 | 72.1 | 66.7 | 61.7 | 66.5 | |
| f-VAEGAN-d2Evaluation Setting=Pre-trained2021.05 | 70.6 | 71.1 | 57.6 | 63.5 |