Zero-shot Learning on CUB (test)
79.6Seen Class Accuracy (a->s)LFGAA+SA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LFGAA+SAEvaluation Setting=Fine-tuned2021.05 | 79.6 | 67.6 | 43.3 | 64.4 | |
| f-VAEGAN-d2Evaluation Setting=Fine-tuned, extra_supervision=human captions2021.05 | 75.6 | 72.9 | 63.2 | 68.9 | |
| MLSEEvaluation Setting=Pre-trained2021.05 | 71.6 | 64.2 | 22.3 | 34 | |
| SMAEvaluation Setting=Fine-tuned2021.05 | 71.3 | 71 | 36.7 | 48.5 | |
| APNEvaluation Setting=Fine-tuned2021.05 | 69.3 | 72 | 65.3 | 67.2 | |
| AREN+CSEvaluation Setting=Fine-tuned2021.05 | 69 | 71.8 | 63.2 | 66 | |
| f-VAEGAN-d2Evaluation Setting=Pre-trained, extra_supervision=human captions2021.05 | 63.8 | 61 | 48.4 | 53.6 | |
| ComposerEvaluation Setting=Fine-tuned2021.05 | 61.6 | 74 | 66.3 | 63.9 | |
| Self-CalibrationEvaluation Setting=Pre-trained2021.05 | 59.6 | 66.3 | 56.7 | 58.1 | |
| ComposerEvaluation Setting=Pre-trained2021.05 | 56.4 | 69.4 | 63.8 | 59.9 | |
| Self-CalibrationEvaluation Setting=Fine-tuned2021.05 | 55.4 | 69.7 | 64.1 | 59.4 | |
| f-TranslatorEvaluation Setting=Pre-trained2021.05 | 54.8 | 58.5 | 47 | 50.6 | |
| CADA-VAEEvaluation Setting=Pre-trained2021.05 | 53.5 | — | 51.6 | 52.5 | |
| Triplet LossEvaluation Setting=Pre-trained2021.05 | 52.3 | 63.8 | 55.8 | 53 | |
| CVCEvaluation Setting=Pre-trained2021.05 | 47.6 | 54.4 | 47.4 | 47.5 |