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ResearchFormerly WizWand

Image Classification on Caltech-UCSD Birds-200-2011 (CUB) Standard

59Hit@1 AccuracyDEM
29.25636.97844.752.422Nov 15, 2016
Updated 8mo ago

Evaluation results

MethodLinks
DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute + Sentence description2016.1159
DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.1158.3
DS-SJEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Sentence description2016.1156.8
SynC-structVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.1154.5
DEMVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Sentence description2016.1153.5
SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute + Word vector2016.1151.7
DS-SJEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute2016.1150.4
SJEVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.1150.1
ESZSLVisual Feature Space (F)=GoogLeNet, Semantic Space (SS)=Attribute2016.1147.2
SEC-MLVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.1143.3
JLSEVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.1142.1
Socher et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.1139.6
Ba et al.Visual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.1134
DeViSEVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.1133.5
MTMDLVisual Feature Space (F)=Inception-V2, Semantic Space (SS)=Attribute / Word vector2016.1132.3
SSE-ReLUVisual Feature Space (F)=VGG net, Semantic Space (SS)=Attribute2016.1130.4