Zero-shot classification on CUB 50-way 0-shot conventional setting
62Top-1 AccuracyRELATION NET
Evaluation Results
| Method | Links | |
|---|---|---|
| RELATION NETvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 62 | |
| SAEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 61.4 | |
| DEMvisual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.11 | 58.3 | |
| DS-SJEvisual_feature_space=Inception-V2 (NG), semantic_space=Sentence description (D)2017.11 | 56.8 | |
| PROTO. NETSvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.11 | 54.6 | |
| SYNC-STRUCTvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.11 | 54.5 | |
| DS-SJEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.11 | 50.4 | |
| SJEvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.11 | 50.1 | |
| ESZSLvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.11 | 47.2 | |
| SEC-MLvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.11 | 43.3 | |
| JLSEvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.11 | 42.1 | |
| SOCHER et al.visual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.11 | 39.6 | |
| BA et al.visual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.11 | 34 | |
| DEVISEvisual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.11 | 33.5 | |
| MTMDLvisual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.11 | 32.3 | |
| SSE-RELUvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.11 | 30.4 |