AwA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Zero-shot Learning | AWA2 | Top-1 Accuracy0.935 | 95 | |
| Generalized Zero-Shot Learning | AWA1 | S Score91.3 | 49 | |
| Generalized few-shot learning | AWA2 | Accuracy96 | 48 | |
| Generalized Zero-Shot Learning | AWA | U Metric93.1 | 41 | |
| Generalized Few-Shot Learning | AWA Two-Level distributions (test) | Harmonic Mean Accuracy (Acc_H)83.3 | 37 | |
| Zero-Shot Recognition | AwA (test) | Avg Top-1 Acc68.6 | 34 | |
| Image Classification | AWA1 | Test Set Score (ts)64.6 | 30 | |
| Zero-Shot Learning | AWA | Top-1 Accuracy93 | 30 | |
| Zero-Shot Recognition | AWA1 (test) | Top-1 Accuracy70.3 | 25 | |
| Zero-shot Learning | AWA1 | Top-1 Accuracy71.3 | 25 | |
| Image Classification | AwA2 clipart (OOD) | Accuracy90.26 | 24 | |
| Generalized Zero-Shot Learning | AWA1 (test) | Accuracy82.2 | 24 | |
| Classification | AwA2 | Class Accuracy89.3 | 22 | |
| Continual Generalized Zero-Shot Learning | AWA1 | mSA (Seen)85.01 | 22 | |
| Zero-shot classification | AwA 10-way 0-shot conventional setting | Hit@1 Accuracy86.7 | 18 | |
| Zero-Shot Learning | AWA2 (Proposed Split) | Top-1 Acc (Class-Avg)70.4 | 15 | |
| Zero-shot Image Classification | AwA1 (test) | Top-1 Accuracy68.4 | 14 | |
| Image Classification | AwA | Unseen Top-1 Acc57.9 | 13 | |
| Zero-shot Learning | AwA (unseen) | Top-1 Accuracy0.706 | 13 | |
| Generalized Zero-Shot Learning | AWA (test) | Yu Score59.6 | 12 | |
| Clustering | AwA (test) | Accuracy0.6353 | 12 | |
| Image Classification | AWA1 (unseen) | Accuracy73.1 | 12 | |
| Lifelong Learning | AWA Split | AT (%)66.8 | 12 | |
| Zero-shot Image Classification | AwA2 GBU | Top-1 Accuracy67.1 | 12 | |
| Zero-shot Image Classification | AwA1 GBU | Top-1 Accuracy68.4 | 12 |
Showing 25 of 41 rows