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Skeleton Based Action Recognition On N Ucla

Metrics

Accuracy

Results

Performance results of various models on this benchmark

Model Name
Accuracy
Paper TitleRepository
SGN92.5%Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition
HD-GCN97.2Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition
InfoGCN97.0InfoGCN: Representation Learning for Human Skeleton-Based Action Recognition
MMNet (RGB + Pose)93.7MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D Videos
VPN (RGB + Pose)93.5VPN: Learning Video-Pose Embedding for Activities of Daily Living
SkateFormer98.3SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition
VPN++ (RGB + Pose)93.5VPN++: Rethinking Video-Pose embeddings for understanding Activities of Daily Living
LA-GCN97.6Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition
TCA-GCN97.0Skeleton-based Action Recognition via Temporal-Channel Aggregation
TD-GDSCN95.69Action Recognition for Privacy-Preserving Ambient Assisted Living
Action Capsules97.3Action Capsules: Human Skeleton Action Recognition-
MSSTNet95.3Multi-scale spatial–temporal convolutional neural network for skeleton-based action recognition
VA-fusion (aug.)88.1%View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition
Hierarchical Action Classification (RGB + Pose)93.99Hierarchical Action Classification with Network Pruning-
CTR-GCN96.5Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition
TD-GCN97.4Temporal Decoupling Graph Convolutional Network for Skeleton-based Gesture Recognition-
Action Machine92.3%Action Machine: Rethinking Action Recognition in Trimmed Videos-
Glimpse Clouds87.6%Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points
MMCL97.5Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition
LST97.2Generative Action Description Prompts for Skeleton-based Action Recognition
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