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ResearchFormerly WizWand

Zero-shot Action Recognition on PKU-MMD Setting I (46/5)

87.8AccuracyPGFA
46.345657.107867.8778.6322Jul 1, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PGFASplit (Seen/Unseen)=46/5, Text Input=complete description, Prototype-guided text feature alignment=true2025.0787.8
PGFA†Split (Seen/Unseen)=46/5, Text Input=complete description, Prototype-guided text feature alignment=false2025.0778.34
PGFA*Split (Seen/Unseen)=46/5, Text Input=class name, Prototype-guided text feature alignment=false2025.0774.76
SMIE†Split (Seen/Unseen)=46/52025.0769.26
SMIESplit (Seen/Unseen)=46/5, Text Input=complete description2025.0767.15
ReViSESplit (Seen/Unseen)=46/52025.0765.65
RelationNetSplit (Seen/Unseen)=46/52025.0751.97
DeViSESplit (Seen/Unseen)=46/52025.0747.94