| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| AwA (test) | ReViSE | Avg Top-1 Acc68.6 | 34 | 4d ago | |
| AWA1 (test) | TCN | Top-1 Accuracy70.3 | 25 | 3d ago | |
| Animals with Attributes (AwA) | SSE-ReLU | Accuracy76.33 | 24 | 4d ago | |
| CUB (test) | ReViSE | Top-1 Accuracy (ATT)65.4 | 19 | 4d ago | |
| CUB pure ZSL setting (target classes) | TCN | Top-1 Accuracy59.5 | 18 | 3d ago | |
| SUN pure ZSL setting (target classes) | CDL | Top-1 Accuracy (per-class)63.6 | 17 | 3d ago | |
| APY pure ZSL setting (target classes) | Top-1 Accuracy (per-class)43.6 | 16 | 3d ago | ||
| AWA2 pure ZSL setting (target classes) | TCN | Top-1 Accuracy (per-class)71.2 | 15 | 3d ago | |
| aPascal & aYahoo (aP&Y) | LisGAN | Top-1 Accuracy43.1 | 13 | 4d ago | |
| CUB att (unlabeled train (Vut)) | ReViSE | Top-1 Acc56.6 | 8 | 4d ago | |
| AwA unlabeled att (train) | ReViSE | Top-1 Acc78 | 8 | 4d ago | |
| SUN Attribute | SSE-ReLU | Accuracy82.5 | 7 | 4d ago | |
| CIFAR-10 | SSE-INT | Average Accuracy (Zero-shot)88.3 | 5 | 4d ago | |
| CUB-200 2011 | Akata et al. [2] | Accuracy40.3 | 5 | 4d ago | |
| SUN v1 (test) | - | Top-1 Acc (ZSL)- | 0 | 4d ago | |
| AWA2 v1 (test) | - | Top-1 Acc (AWA2 ZSL)- | 0 | 4d ago | |
| APY v1 (test) | - | Top-1 Accuracy- | 0 | 4d ago |
