Image Classification on Caltech-UCSD Birds-200-2011 (CUB) Standard
59Hit@1 AccuracyDEM
Evaluation Results
| Method | Links | |
|---|---|---|
| DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute + Sentence description2016.11 | 59 | |
| DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.11 | 58.3 | |
| DS-SJEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Sentence description2016.11 | 56.8 | |
| SynC-structVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.11 | 54.5 | |
| DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Sentence description2016.11 | 53.5 | |
| SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute + Word vector2016.11 | 51.7 | |
| DS-SJEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.11 | 50.4 | |
| SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.11 | 50.1 | |
| ESZSLVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.11 | 47.2 | |
| SEC-MLVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.11 | 43.3 | |
| JLSEVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.11 | 42.1 | |
| Socher et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.11 | 39.6 | |
| Ba et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.11 | 34 | |
| DeViSEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.11 | 33.5 | |
| MTMDLVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.11 | 32.3 | |
| SSE-ReLUVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.11 | 30.4 |