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SOTA
Selbstüberwachte Aktionserkennung des Menschen
Self Supervised Human Action Recognition On
Self Supervised Human Action Recognition On
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Classifier
Encoder
xset (%)
xsub (%)
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Classifier
Encoder
xset (%)
xsub (%)
Paper Title
AS-CAL
FC
LSTM
49.2
48.6
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition
3s-AimCLR
FC
ST-GCN
68.8
68.2
Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-supervised Action Recognition
3s-RVTCLR+
FC
ST-GCN
68.9
68.0
Modeling the Relative Visual Tempo for Self-supervised Skeleton-based Action Recognition
PCRP
FC
GRU
45.1
41.7
Prototypical Contrast and Reverse Prediction: Unsupervised Skeleton Based Action Recognition
P&C
FC
GRU
42.7
41.7
PREDICT & CLUSTER: Unsupervised Skeleton Based Action Recognition
MCAE
FC
MCAE
54.7
52.8
Unsupervised Motion Representation Learning with Capsule Autoencoders
CMCS
FC
ST-GCN
71.7
68.5
Cross-Model Cross-Stream Learning for Self-Supervised Human Action Recognition
SDS-CL
FC
DSTA
55.6
50.6
Spatiotemporal Decouple-and-Squeeze Contrastive Learning for Semi-Supervised Skeleton-based Action Recognition
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Self Supervised Human Action Recognition On | SOTA | HyperAI