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ResearchFormerly WizWand

Image Classification on Animals with Attributes (AwA) (Standard Split)

88.1Hit@1 AccuracyDEM
48.78858.99469.279.406Nov 15, 2016
Updated 8mo ago

Evaluation results

MethodLinks
DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute + Word vector2016.1188.1
DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.1186.7
JLSEVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.1180.5
DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.1178.8
SS-VocVisual Feature Space (F)=OverFeat, Semantic Space (SS)=Attribute2016.1178.3
SEC-MLVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.1177.3
ESZSLVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.1176.3
SSE-ReLUVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.1176.3
SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute + Word vector2016.1173.9
SynC-structVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.1172.9
Ba et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.1169.3
SS-VocVisual Feature Space (F)=OverFeat, Semantic Space (SS)=Word vector2016.1168.9
SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.1166.7
AMPVisual Feature Space (F)=OverFeat, Semantic Space (SS)=Attribute + Word vector2016.1166
MTMDLVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.1163.7
Socher et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.1160.8
Ba et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.1158.7
DeViSEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.1156.7
MTMDLVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.1155.3
DeViSEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.1150.4
Socher et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Word vector2016.1150.3