Image Classification on ImageNet 2-hop split
26.6Flat Hit@1DGP
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DGPProtocol=ZSL2020.06 | 26.6 | 40.7 | 60.3 | 72.3 | 81.3 | — | — | — | — | |
| ZSL-KGProtocol=ZSL2020.06 | 26.3 | 40.6 | 60.3 | 71.9 | 81.2 | — | — | — | — | |
| SGCNProtocol=ZSL2020.06 | 26.2 | 40.4 | 60.2 | 71.9 | 81 | — | — | — | — | |
| GCNZProtocol=ZSL2020.06 | 19.8 | 33.3 | 53.2 | 65.4 | 74.6 | — | — | — | — | |
| SGCNProtocol=GZSL2020.06 | 11.9 | 27 | 50.8 | 65.1 | 75.9 | — | — | — | — | |
| ZSL-KGProtocol=GZSL2020.06 | 11.1 | 26.2 | 50 | 64.3 | 75.3 | — | — | — | — | |
| Ourso-vs-oVariant=o-vs-o, Evaluation=Zero-shot2016.03 | 10.5 | 16.7 | 28.6 | 40.1 | 52 | 25.1 | 27.7 | 30.3 | 32.1 | |
| DGPProtocol=GZSL2020.06 | 10.3 | 26.4 | 50.3 | 65.2 | 76 | — | — | — | — | |
| OursstructVariant=struct, Evaluation=Zero-shot2016.03 | 9.8 | 15.3 | 25.8 | 35.8 | 46.5 | 23.8 | 25.8 | 28.2 | 29.6 | |
| GCNZProtocol=GZSL2020.06 | 9.7 | 20.4 | 42.6 | 57 | 68.2 | — | — | — | — | |
| ConSE(10) [33]T=10, Evaluation=Zero-shot, Source=Published Results2016.03 | 9.4 | 15.1 | 24.7 | 32.7 | 41.8 | 21.4 | 24.7 | 26.9 | 28.4 | |
| ConSE(10)T=10, Evaluation=Zero-shot2016.03 | 9.2 | 13.7 | 22.4 | 31 | 41.4 | 22.5 | 24.1 | 27.3 | 30.8 | |
| ConSE(1)T=1, Evaluation=Zero-shot2016.03 | 9 | 12.9 | 20.8 | 28.3 | 38.1 | 21.1 | 22.2 | 24.8 | 28.1 | |
| ConSE(1000)T=1000, Evaluation=Zero-shot2016.03 | 8.9 | 13.3 | 21.8 | 30.1 | 40.3 | 22 | 23.7 | 27 | 30.4 | |
| ConSE(CV)T=Class-wise CV, Evaluation=Zero-shot2016.03 | 8.3 | 12.9 | 21.8 | 30.9 | 41.7 | 21.5 | 23.8 | 27.5 | 31.3 |