| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CUB | ALE | H Score344 | 250 | 3d ago | |
| SUN | ZeroDiff++ | H69.6 | 184 | 3d ago | |
| AWA2 | ZeroDiff++ | S Score93.9 | 165 | 3d ago | |
| AWA1 | RelationNet | S Score91.3 | 49 | 3d ago | |
| FLO | TF-VAEGAN | u (Unseen Acc)96.1 | 46 | 4d ago | |
| AWA | UE-finetune | U Metric93.1 | 41 | 4d ago | |
| AWA1 (test) | MVCN | Accuracy82.2 | 24 | 3d ago | |
| CUB (test) | DRAGON | Accuracy67.8 | 24 | 3d ago | |
| SUN (test) | cycle-CLSWGAN | Yu49.4 | 19 | 3d ago | |
| aPY | CV +mem | Seen Accuracy77.74 | 19 | 3d ago | |
| AWA2 (test) | MVCN | Accuracy87.7 | 16 | 4d ago | |
| UCF101 | CLASTER | Accuracy51.3 | 16 | 4d ago | |
| Olympics | CLASTER | Accuracy69.1 | 16 | 4d ago | |
| aPaY | LisGAN | Unseen Top-1 Acc34.3 | 13 | 4d ago | |
| AWA (test) | cycle-(U)WGAN | Yu Score59.6 | 12 | 3d ago | |
| AWA2 (seen unseen) | VGSE-SMO | U Score51.2 | 10 | 4d ago | |
| HMDB51 | CLASTER | Accuracy48 | 10 | 4d ago | |
| FLO (test) | cycle-(U)WGAN | Yu61.6 | 9 | 3d ago | |
| AudioSet ZSL 1.0 (test) | CONSE | S Score48.5 | 8 | 4d ago | |
| aPY (test) | RKR | Unseen Accuracy (U)33.39 | 7 | 3d ago | |
| NTU-120 (96/24 split) | SA-DVAE | Accuracy58.82 | 5 | 4d ago | |
| NTU-60 (48/12 split) | ReViSE | Average Accuracy62.36 | 5 | 4d ago | |
| AWA1 (PS) | f-VAEGAN-D2 | Harmonic Mean (H)63.5 | 5 | 4d ago | |
| CUB 67 (test) | BatchFormer | Unseen Accuracy0.682 | 5 | 4d ago |