| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CUB | RLVC | Top-1 Accuracy90.1 | 183 | 25d ago | |
| AWA2 | ZeroDiff++ | Top-1 Accuracy0.935 | 133 | 25d ago | |
| SUN | ZeroDiff++ | Top-1 Accuracy80.2 | 132 | 1mo ago | |
| SUN (unseen) | TF-VAEGAN | Top-1 Accuracy (%)70.9 | 50 | 1mo ago | |
| CUB (unseen) | STHS-WGAN | Top-1 Accuracy77.4 | 49 | 1mo ago | |
| FLO | TF-VAEGAN | Top-1 Accuracy96 | 46 | 1mo ago | |
| AWA2 (unseen) | STHS-WGAN | Top-1 Acc94.9 | 37 | 1mo ago | |
| AWA | TF-VAEGAN | Top-1 Accuracy93 | 30 | 1mo ago | |
| 7 Downstream Tasks Avg | Average Score74.1 | 28 | 22d ago | ||
| 11 evaluation datasets | MHR-μ | Accuracy64.5 | 26 | 1mo ago | |
| AWA1 | Top-1 Accuracy71.3 | 25 | 1mo ago | ||
| UCF101 | CLASTER | Accuracy53.9 | 20 | 1mo ago | |
| Olympics | CLASTER | Accuracy68.4 | 20 | 1mo ago | |
| FLO (unseen) | cycle-(U)WGAN | Top-1 Accuracy70.3 | 16 | 1mo ago | |
| CUB (test) | Seen Class Accuracy (a->s)79.6 | 15 | 1mo ago | ||
| AWA2 (test) | Accuracy (a->s, Seen)90.3 | 15 | 1mo ago | ||
| AWA2 (Proposed Split) | W/O ADA (Ours) | Top-1 Acc (Class-Avg)70.4 | 15 | 1mo ago | |
| CUB (Proposed Split) | W/O ADA (Ours) | Top-1 Accuracy (Class-Avg)70.9 | 15 | 1mo ago | |
| SUN (Proposed Split) | W/O ADA (Ours) | Top-1 Acc (Class-Avg)63.3 | 15 | 1mo ago | |
| SUN (test) | f-VAEGAN-d2 | Seen Class Accuracy (a->s)38 | 14 | 1mo ago | |
| HMDB51 | CLASTER | Accuracy43.2 | 13 | 1mo ago | |
| AwA (unseen) | LisGAN | Top-1 Accuracy0.706 | 13 | 1mo ago | |
| ILSVRC 2010 (test) | DEM | Hit Rate@560.7 | 10 | 1mo ago | |
| CIFAR-10 | CLIP-PZSL | Seen Accuracy (S.Acc)92.15 | 9 | 1mo ago | |
| aPY | TAFE-Net | Top-1 Accuracy42.2 | 9 | 1mo ago |
