| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Generalized Zero-Shot Learning | AWA2 | S Score93.9 | 165 | |
| Zero-shot Image Classification | AwA2 (test) | Metric U74.1 | 46 | |
| Zero-Shot Learning | AWA2 (unseen) | Top-1 Acc94.9 | 37 | |
| Concept leakage evaluation | AwA2 | OIS16.01 | 36 | |
| Image Classification | AWA2 GZSL | Acc (Unseen)94.9 | 32 | |
| Generalized Zero-Shot Learning Concept Prediction | AWA2 | MSE (U Component)1.6 | 24 | |
| Image Classification | AwA2 clipart (ID) | Accuracy97.26 | 24 | |
| Continual Generalized Zero-Shot Learning | AWA2 | Mean Seen Accuracy (mSA)89.22 | 24 | |
| Classification | AWA2 (test) | MCA (unseen)76.5 | 22 | |
| Image Classification | AWA2 v1 (test) | Score U73.6 | 19 | |
| Generalized Zero-Shot Learning | AWA2 (test) | Accuracy87.7 | 16 | |
| Zero-Shot Recognition | AWA2 pure ZSL setting (target classes) | Top-1 Accuracy (per-class)71.2 | 15 | |
| Image Classification | AWA2 | TS Metric61.2 | 15 | |
| Zero-shot Learning | AWA2 (test) | Accuracy (a->s, Seen)90.3 | 15 | |
| Generalized Zero-Shot Learning | AWA2 (seen unseen) | U Score51.2 | 10 | |
| Dynamic Continual Generalized Zero-Shot Learning | AWA2 (test) | Forgetting Measure7 | 10 | |
| Image Classification | AwA2 (val) | Accuracy90.04 | 7 | |
| Task Classification | AwA2 | Task Accuracy95.965 | 7 | |
| Class Unlearning | AWA2 | Accuracy (Forgetting, BF)89.64 | 6 | |
| Image Classification | AWA2 (unseen) | Accuracy73.79 | 6 | |
| Image Classification | AWA2 | Training Accuracy97.08 | 6 | |
| Image Classification | AWA2 (PS) | Top-1 Acc78.6 | 4 | |
| 5-way Few-shot Classification | AWA2 (test) | 1-shot Acc90.5 | 3 | |
| Zero-Shot Recognition | AWA2 v1 (test) | Top-1 Acc (AWA2 ZSL)- | 0 |