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ResearchFormerly WizWand

Zero-shot Classification on AwA 10-way 0-shot conventional setting

86.7Hit@1 AccuracyDEM
48.84458.67268.578.328Nov 16, 2017
Updated 8mo ago

Evaluation results

MethodLinks
DEMvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1186.7
SAEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1184.7
RELATION NETvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1184.5
JLSEvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.1180.5
DEMvisual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.1178.8
SEC-MLvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.1177.3
ESZSLvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.1176.3
SSE-RELUvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.1176.3
SYNC-STRUCTvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.1172.9
BA et al.visual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1169.3
SJEvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.1166.7
MTMDLvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1163.7
SOCHER et al.visual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1160.8
BA et al.visual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.1158.7
DEVISEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1156.7
MTMDLvisual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.1155.3
DEVISEvisual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.1150.4
SOCHER et al.visual_feature_space=Inception-V2 (NG), semantic_space=Semantic word vector (W)2017.1150.3