APY
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Concept leakage evaluation | aPY | OIS16.06 | 36 | |
| Continual Generalized Zero-Shot Learning | aPY | Seen Accuracy (mSA)79.6 | 22 | |
| Zero-shot Image Classification | aPY (test) | Metric u48.1 | 21 | |
| Generalized Zero-shot Learning | aPY | Seen Accuracy77.74 | 19 | |
| Zero-Shot Recognition | APY pure ZSL setting (target classes) | Top-1 Accuracy (per-class)43.6 | 16 | |
| Classification | aPY | Class Accuracy87.9 | 16 | |
| Zero-Shot Object Classification | aPY | U Score55.2 | 16 | |
| Image Classification | APY | TS Score24.1 | 16 | |
| Image Classification | aPY Proposed Split 2.0 | U Score37.1 | 9 | |
| Zero-shot Learning | aPY | Top-1 Accuracy42.2 | 9 | |
| Generalized Zero-Shot Learning | aPY (test) | Unseen Accuracy (U)33.39 | 7 | |
| Object Classification | aPY (test) | U Score55.2 | 5 | |
| 5-way Few-shot Classification | APY (test) | Accuracy (1-shot)82.5 | 3 | |
| Zero-Shot Recognition | APY v1 (test) | Top-1 Accuracy- | 0 |
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