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Models/stMLP

stMLP

Reported on 32 benchmarks across 8 tasks · 1 paper · 24 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision12 results

VideoonTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
VideoonTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
VideoonDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Temporal Action LocalizationonTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Temporal Action LocalizationonTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Temporal Action LocalizationonDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action LocalizationonTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action LocalizationonTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action LocalizationonDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
VideoonTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Temporal Action LocalizationonTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action LocalizationonTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511

Time Series8 results

Action DetectiononTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action DetectiononTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action DetectiononDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action RecognitiononTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action RecognitiononTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action RecognitiononDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action DetectiononTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Action RecognitiononTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511

Methodology4 results

Zero-Shot LearningonTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Zero-Shot LearningonTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Zero-Shot LearningonDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Zero-Shot LearningonTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511

Robots4 results

Activity RecognitiononTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Activity RecognitiononTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Activity RecognitiononDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
Activity RecognitiononTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511

Natural Language Processing4 results

3D Action RecognitiononTCG-dataset
F1-Score· 2022-04-25
80.05
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
3D Action RecognitiononTCG-dataset
Jaccard Index· 2022-04-25
67.88
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
3D Action RecognitiononDrive&Act
mean per-class accuracy· 2022-04-25
34.61
best: 43.59 (dyalyt)
SOTA
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511
3D Action RecognitiononTCG-dataset
Acc· 2022-04-25
85.99
best: 87.24 (Bidirectional LSTM)
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition arXiv:2204.11511