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self-supervised-human-action-recognition-on
Action Recognition
Self-Supervised Human Action Recognition
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Paper
Code
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Encoder
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Classifier
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ModelName
ReleaseDate
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Cross-Model Cross-Stream Learning for Self-Supervised Human Action Recognition
✓ Link
68.5
71.7
ST-GCN
FC
CMCS
2024-09-23
Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-supervised Action Recognition
✓ Link
68.2
68.8
ST-GCN
FC
3s-AimCLR
2021-12-07
Modeling the Relative Visual Tempo for Self-supervised Skeleton-based Action Recognition
✓ Link
68.0
68.9
ST-GCN
FC
3s-RVTCLR+
2023-01-01
Unsupervised Motion Representation Learning with Capsule Autoencoders
✓ Link
52.8
54.7
MCAE
FC
MCAE
2021-10-01
Spatiotemporal Decouple-and-Squeeze Contrastive Learning for Semi-Supervised Skeleton-based Action Recognition
50.6
55.6
DSTA
FC
SDS-CL
2023-02-05
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition
✓ Link
48.6
49.2
LSTM
FC
AS-CAL
2020-08-01
Prototypical Contrast and Reverse Prediction: Unsupervised Skeleton Based Action Recognition
✓ Link
41.7
45.1
GRU
FC
PCRP
2020-11-14
PREDICT & CLUSTER: Unsupervised Skeleton Based Action Recognition
✓ Link
41.7
42.7
GRU
FC
P&C
2019-11-27