Zero-Shot Object Classification on aPY
55.2U ScoreZSL-KG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ZSL-KGKnowledge Graph=ConceptNet2020.06 | 55.2 | 60.5 | 69.7 | 61.6 | |
| GCNZ2020.06 | 49.1 | 51.7 | 71.3 | 58.1 | |
| SGCN2020.06 | 47.3 | 52.3 | 71.1 | 56.8 | |
| DGP2020.06 | 46.2 | 49.7 | 70.2 | 55.7 | |
| DPPN2020.06 | 40 | — | 61.2 | 48.4 | |
| DBVE2020.06 | 37.9 | — | 55.9 | 45.2 | |
| IPN2020.06 | 37.2 | — | 66 | 47.6 | |
| ZSML2020.06 | 36.3 | 64 | 46.6 | 40.9 | |
| AGZSL2020.06 | 36.2 | 43.7 | 58.6 | 44.8 | |
| APNet2020.06 | 32.7 | — | 74.7 | 45.5 | |
| ERPCNet2020.06 | 32.7 | 43.5 | 49.3 | 39.3 | |
| RSR2020.06 | 31.3 | 45.4 | 50.9 | 38.7 | |
| AREN2020.06 | 30 | 39.2 | 47.9 | 36.9 | |
| GXE2020.06 | 26.5 | 38 | 74 | 39 | |
| SP-AEN2020.06 | 13.7 | 24.1 | 63.4 | 22.6 | |
| PSR2020.06 | 13.5 | 38.4 | 51.4 | 21.4 |