Zero-Shot Learning on SUN (test)
38Seen Class Accuracy (a->s)f-VAEGAN-d2
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| f-VAEGAN-d2Evaluation Setting=Pre-trained2021.05 | 38 | — | 64.7 | 45.1 | 41.3 | |
| f-VAEGAN-d2Evaluation Setting=Fine-tuned2021.05 | 37.8 | — | 65.6 | 50.1 | 43.1 | |
| f-TranslatorEvaluation Setting=Pre-trained2021.05 | 36.8 | — | 61.5 | 45.3 | 40.6 | |
| MLSEEvaluation Setting=Pre-trained2021.05 | 36.4 | — | 62.8 | 20.7 | 26.4 | |
| CVCEvaluation Setting=Pre-trained2021.05 | 36.3 | — | 62.6 | 42.8 | 39.3 | |
| CADA-VAEEvaluation Setting=Pre-trained2021.05 | 35.7 | — | — | 47.2 | 40.7 | |
| LFGAA+SAEvaluation Setting=Fine-tuned2021.05 | 34.9 | — | 61.5 | 20.8 | 26.1 | |
| APNEvaluation Setting=Fine-tuned2021.05 | 34 | — | 61.6 | 41.9 | 37.6 | |
| AREN+CSEvaluation Setting=Fine-tuned2021.05 | 32.3 | — | 60.6 | 40.3 | 35.9 | |
| Triplet LossEvaluation Setting=Pre-trained2021.05 | 30.4 | — | — | 47.9 | 36.8 | |
| Self-CalibrationEvaluation Setting=Fine-tuned2021.05 | 25 | — | 59.5 | 51.5 | 33.7 | |
| ComposerEvaluation Setting=Fine-tuned2021.05 | 24.7 | — | 61 | 53.4 | 33.8 | |
| Self-CalibrationEvaluation Setting=Pre-trained2021.05 | 23.2 | — | 60 | 52 | 32.1 | |
| ComposerEvaluation Setting=Pre-trained2021.05 | 22 | — | 62.6 | 55.1 | 31.4 | |
| ALE2020.07 | — | 58.1 | — | — | — | |
| Baselineloss=cross-entropy2020.07 | — | 58.2 | — | — | — | |
| CuMix2020.07 | — | 62.4 | — | — | — | |
| GFZSL2020.07 | — | 60.6 | — | — | — | |
| SJE2020.07 | — | 53.7 | — | — | — | |
| SPNet2020.07 | — | 60.7 | — | — | — | |
| SYNC2020.07 | — | 55.6 | — | — | — |