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Zero-Shot Action Recognition on NTU-60 (55/5 split)

85.7ZSL AccuracySkeletonContext
53.4661.8370.278.57Nov 12, 2025Dec 5, 2025Dec 28, 2025Jan 20, 2026Feb 12, 2026Mar 7, 2026Mar 31, 2026

Evaluation results

MethodLinks
SkeletonContext2026.0385.778.273.475.5
Florafeature_extractor=Shift-GCN, fusion_mode=single-stream2025.1185.1——71.7
Neuron2026.0384.5——71.2
Neuronfeature_extractor=Shift-GCN, fusion_mode=two-stream2025.1184.5——71.2
SA-DVAE2026.0384.278.272.675.3
SCoPLe2026.0383.775.380.277.7
STAR++feature_extractor=Shift-GCN, fusion_mode=single-stream2025.1179.5——62.4
STARfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.1177.5——62.8
SMIE2026.0365.1———
SynSE2026.0364.275.860.767.5
SMIEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.1164.2———
CADA-VAE2026.0361.877.458.166.4
ReViSE2026.0360.971.852.160.3
SynSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.1159.9——49.9
JPoSE2026.0359.466.354.960.5
CADA-VAEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.1158——47.1
JPoSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.1156.6——44.7
ReViSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.1154.7——27.4