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Zero-shot Action Recognition on NTU-120 (110/10 Setting I)

71.38AccuracyPGFA
39.316847.640955.96564.2891Jul 18, 2024Sep 14, 2024Nov 11, 2024Jan 8, 2025Mar 7, 2025May 4, 2025Jul 1, 2025

Evaluation results

MethodLinks
PGFASplit (Seen/Unseen)=110/10, Text Input=complete description, Prototype-guided text feature alignment=true2025.0771.38—
SA-DVAE2024.0761.160.42
PGFA†Split (Seen/Unseen)=110/10, Text Input=complete description, Prototype-guided text feature alignment=false2025.0760.22—
SMIE†Split (Seen/Unseen)=110/102025.0758.85—
PGFA*Split (Seen/Unseen)=110/10, Text Input=class name, Prototype-guided text feature alignment=false2025.0757.56—
SMIESplit (Seen/Unseen)=110/10, Text Input=complete description2025.0756.37—
SynSE2024.0752.5154.94
ReViSESplit (Seen/Unseen)=110/102025.0749.32—
ReViSE2024.0748.6946.68
JPOSE2024.0747.6647.05
CADA-VAE2024.0747.1648.44
DeViSESplit (Seen/Unseen)=110/102025.0744.59—
RelationNetSplit (Seen/Unseen)=110/102025.0740.55—