Image Classification on ImageNet 3-hop split
6.3Flat Hit@1DGP
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DGPProtocol=ZSL2020.06 | 6.3 | 10.7 | 19.3 | 27.7 | 37.7 | — | — | — | — | |
| ZSL-KGProtocol=ZSL2020.06 | 6.3 | 11.1 | 20.1 | 28.8 | 38.8 | — | — | — | — | |
| SGCNProtocol=ZSL2020.06 | 6 | 10.4 | 18.9 | 27.2 | 36.9 | — | — | — | — | |
| GCNZProtocol=ZSL2020.06 | 4.1 | 7.5 | 14.2 | 20.2 | 27.7 | — | — | — | — | |
| ZSL-KGProtocol=GZSL2020.06 | 3.4 | 7.5 | 16.9 | 26.1 | 36.5 | — | — | — | — | |
| SGCNProtocol=GZSL2020.06 | 3.2 | 7.1 | 16.1 | 24.6 | 34.6 | — | — | — | — | |
| ConSE(10)T=10, Evaluation=Zero-shot2016.03 | 2.9 | 4.5 | 7.7 | 11.3 | 16.1 | 6.9 | 20.9 | 23.1 | 25.2 | |
| Ourso-vs-oVariant=o-vs-o, Evaluation=Zero-shot2016.03 | 2.9 | 4.9 | 9.2 | 14.2 | 20.9 | 7.4 | 23.7 | 26.4 | 28.6 | |
| OursstructVariant=struct, Evaluation=Zero-shot2016.03 | 2.9 | 4.7 | 8.7 | 13 | 18.6 | 8 | 22.8 | 25 | 26.7 | |
| DGPProtocol=GZSL2020.06 | 2.9 | 7.1 | 16.1 | 24.9 | 35.1 | — | — | — | — | |
| ConSE(1)T=1, Evaluation=Zero-shot2016.03 | 2.8 | 4.2 | 7.2 | 10.1 | 14.3 | 6.2 | 18.4 | 20.4 | 22.1 | |
| ConSE(1000)T=1000, Evaluation=Zero-shot2016.03 | 2.8 | 4.3 | 7.4 | 10.9 | 15.6 | 6.8 | 20.7 | 22.9 | 25.1 | |
| ConSE(10) [33]T=10, Evaluation=Zero-shot, Source=Published Results2016.03 | 2.7 | 4.4 | 7.8 | 11.5 | 16.1 | 5.3 | 20.2 | 22.4 | 24.7 | |
| ConSE(CV)T=Class-wise CV, Evaluation=Zero-shot2016.03 | 2.6 | 4.1 | 7.3 | 11.1 | 16.4 | 6.7 | 21.4 | 23.8 | 26.3 | |
| GCNZProtocol=GZSL2020.06 | 2.2 | 5.1 | 11.9 | 18 | 25.6 | — | — | — | — |