Generalized Few-Shot Learning on ImageNet base and novel classes 1K
84.3Top-5 AccuracyAPN(w2v)+f-VAEGAN-D2
Evaluation results
| Method | Links | |
|---|---|---|
| APN(w2v)+f-VAEGAN-D2shots=202022.04 | 84.3 | |
| f-VAEGAN-D2shots=202022.04 | 83.2 | |
| APN(w2v)+f-VAEGAN-D2shots=102022.04 | 82.5 | |
| f-VAEGAN-D2shots=102022.04 | 81.5 | |
| softmaxshots=202022.04 | 80.7 | |
| APN(w2v)+f-VAEGAN-D2shots=52022.04 | 79.6 | |
| f-VAEGAN-D2-indshots=202022.04 | 79.5 | |
| softmaxshots=102022.04 | 79 | |
| f-VAEGAN-D2-indshots=102022.04 | 78.8 | |
| f-VAEGAN-D2shots=52022.04 | 78.6 | |
| Analogyshots=202022.04 | 77.3 | |
| APN(w2v)+f-VAEGAN-D2shots=22022.04 | 73.8 | |
| softmaxshots=52022.04 | 73.5 | |
| f-VAEGAN-D2-indshots=52022.04 | 73.5 | |
| f-VAEGAN-D2shots=22022.04 | 72.6 | |
| Analogyshots=102022.04 | 72 | |
| APN(w2v)+f-VAEGAN-D2shots=12022.04 | 67.5 | |
| Analogyshots=52022.04 | 67.4 | |
| f-VAEGAN-D2shots=12022.04 | 66.3 | |
| f-VAEGAN-D2-indshots=22022.04 | 65.7 | |
| softmaxshots=22022.04 | 60.8 | |
| f-VAEGAN-D2-indshots=12022.04 | 60.3 | |
| Analogyshots=22022.04 | 59.8 | |
| Analogyshots=12022.04 | 51.5 | |
| softmaxshots=12022.04 | 50 |