Zero-shot Classification on AwA 10-way 0-shot conventional setting
86.7Hit@1 AccuracyDEM
Evaluation Results
| Method | Links | |
|---|---|---|
| DEMvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 86.7 | |
| SAEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 84.7 | |
| RELATION NETvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 84.5 | |
| JLSEvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.11 | 80.5 | |
| DEMvisual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.11 | 78.8 | |
| SEC-MLvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.11 | 77.3 | |
| ESZSLvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.11 | 76.3 | |
| SSE-RELUvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.11 | 76.3 | |
| SYNC-STRUCTvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.11 | 72.9 | |
| BA et al.visual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 69.3 | |
| SJEvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.11 | 66.7 | |
| MTMDLvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 63.7 | |
| SOCHER et al.visual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 60.8 | |
| BA et al.visual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.11 | 58.7 | |
| DEVISEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 56.7 | |
| MTMDLvisual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.11 | 55.3 | |
| DEVISEvisual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.11 | 50.4 | |
| SOCHER et al.visual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.11 | 50.3 |