Generalized Zero-Shot Learning on CUB (test)
67.8AccuracyDRAGON
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRAGONShots=10-shot2022.11 | 67.8 | — | — | — | |
| MVCNShots=10-shot2022.11 | 67.8 | — | — | — | |
| MVCNShots=5-shot2022.11 | 65.4 | — | — | — | |
| CADA-VAEShots=10-shot2022.11 | 64.9 | — | — | — | |
| DRAGONShots=5-shot2022.11 | 63.5 | — | — | — | |
| CADA-VAEShots=5-shot2022.11 | 63 | — | — | — | |
| CA-VAEShots=10-shot2022.11 | 62.2 | — | — | — | |
| MVCNShots=2-shot2022.11 | 61.6 | — | — | — | |
| DA-VAEShots=10-shot2022.11 | 60.8 | — | — | — | |
| CA-VAEShots=5-shot2022.11 | 59.6 | — | — | — | |
| CADA-VAEShots=2-shot2022.11 | 59.2 | — | — | — | |
| DRAGONShots=2-shot2022.11 | 59.2 | — | — | — | |
| DA-VAEShots=5-shot2022.11 | 58.8 | — | — | — | |
| MVCNShots=1-shot2022.11 | 57.3 | — | — | — | |
| DRAGONShots=1-shot2022.11 | 55.3 | — | — | — | |
| DA-VAEShots=2-shot2022.11 | 54.6 | — | — | — | |
| CA-VAEShots=2-shot2022.11 | 54.4 | — | — | — | |
| ReViSEShots=10-shot2022.11 | 50.9 | — | — | — | |
| ReViSEShots=5-shot2022.11 | 44.6 | — | — | — | |
| DA-VAEShots=1-shot2022.11 | 43.2 | — | — | — | |
| CA-VAEShots=1-shot2022.11 | 41.6 | — | — | — | |
| ReViSEShots=2-shot2022.11 | 41.1 | — | — | — | |
| CADA-VAEShots=1-shot2022.11 | 39.2 | — | — | — | |
| ReViSEShots=1-shot2022.11 | 36.3 | — | — | — | |
| ALE2018.08 | — | 23.7 | 62.8 | 34.4 | |
| BaseTotal Mem.=100%2021.03 | — | 0.87 | 0.67 | 0.76 | |
| baseline2018.08 | — | 43.8 | 60.6 | 50.8 | |
| cycle-(U)WGAN2018.08 | — | 47.9 | 59.3 | 53 | |
| cycle-CLSWGAN2018.08 | — | 45.7 | 61 | 52.3 | |
| cycle-WGAN2018.08 | — | 46 | 60.3 | 52.2 | |
| DAP2018.08 | — | 4.2 | 25.1 | 7.2 | |
| DEVISE2018.08 | — | 23.8 | 53 | 32.8 | |
| ESZSL2018.08 | — | 12.6 | 63.8 | 21 | |
| IAP2018.08 | — | 1 | 37.8 | 1.8 | |
| L1Total Mem.=200%2021.03 | — | 35.11 | 32.31 | 33.65 | |
| L2Total Mem.=200%2021.03 | — | 35.53 | 33.24 | 34.35 | |
| LATEM2018.08 | — | 15.2 | 57.3 | 24 | |
| LZSLTotal Mem.=200%2021.03 | — | 38.82 | 45.81 | 42.03 | |
| OriginalTotal Mem.=400%2021.03 | — | 53.5 | 51.6 | 52.4 | |
| RKRTotal Mem.=113%2021.03 | — | 47.52 | 49.22 | 48.36 | |
| SAE2018.08 | — | 8.8 | 18 | 11.8 | |
| SFTTotal Mem.=100%2021.03 | — | 35.46 | 34.74 | 35.1 | |
| SJE2018.08 | — | 23.5 | 59.2 | 33.6 |