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ResearchFormerly WizWand

Zero-shot classification on CUB 50-way 0-shot conventional setting

62Top-1 AccuracyRELATION NET
29.13637.66846.254.732Nov 16, 2017
Updated 8mo ago

Evaluation results

MethodLinks
RELATION NETvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1162
SAEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1161.4
DEMvisual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.1158.3
DS-SJEvisual_feature_space=Inception-V2 (NG), semantic_space=Sentence description (D)2017.1156.8
PROTO. NETSvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.1154.6
SYNC-STRUCTvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.1154.5
DS-SJEvisual_feature_space=Inception-V2 (NG), semantic_space=Attributes (A)2017.1150.4
SJEvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.1150.1
ESZSLvisual_feature_space=GoogLeNet (FG), semantic_space=Attributes (A)2017.1147.2
SEC-MLvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.1143.3
JLSEvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.1142.1
SOCHER et al.visual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.1139.6
BA et al.visual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.1134
DEVISEvisual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.1133.5
MTMDLvisual_feature_space=Inception-V2 (NG), semantic_space=A/W2017.1132.3
SSE-RELUvisual_feature_space=VGG net (Fv), semantic_space=Attributes (A)2017.1130.4