Image Classification on Animals with Attributes (AwA) (Standard Split)
88.1Hit@1 AccuracyDEM
Evaluation Results
| Method | Links | |
|---|---|---|
| DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute + Word vector2016.11 | 88.1 | |
| DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.11 | 86.7 | |
| JLSEVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.11 | 80.5 | |
| DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.11 | 78.8 | |
| SS-VocVisual Feature Space (F)=OverFeat, Semantic Space (SS)=Attribute2016.11 | 78.3 | |
| SEC-MLVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.11 | 77.3 | |
| ESZSLVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.11 | 76.3 | |
| SSE-ReLUVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.11 | 76.3 | |
| SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute + Word vector2016.11 | 73.9 | |
| SynC-structVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.11 | 72.9 | |
| Ba et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.11 | 69.3 | |
| SS-VocVisual Feature Space (F)=OverFeat, Semantic Space (SS)=Word vector2016.11 | 68.9 | |
| SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.11 | 66.7 | |
| AMPVisual Feature Space (F)=OverFeat, Semantic Space (SS)=Attribute + Word vector2016.11 | 66 | |
| MTMDLVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.11 | 63.7 | |
| Socher et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.11 | 60.8 | |
| Ba et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.11 | 58.7 | |
| DeViSEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.11 | 56.7 | |
| MTMDLVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.11 | 55.3 | |
| DeViSEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.11 | 50.4 | |
| Socher et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.11 | 50.3 |