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Models/Multi-dimensional Edge Feature-based AU Relation Graph (Swin-B)

Multi-dimensional Edge Feature-based AU Relation Graph (Swin-B)

Reported on 20 benchmarks across 5 tasks · 1 paper · 10 SOTA

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

Computer Vision8 results

Face ReconstructiononBP4D
Average AUC· 2022-05-02
83.1
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
Face ReconstructiononBP4D
Average F1· 2022-05-02
65.5
best: 67.1 (FMAE-IAT)
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3D Face ReconstructiononBP4D
Average AUC· 2022-05-02
83.1
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3D Face ReconstructiononBP4D
Average F1· 2022-05-02
65.5
best: 67.1 (FMAE-IAT)
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
Face ReconstructiononDISFA
Average AUC· 2022-05-02
92.1
best: 92.9 (Multi-dimensional Edge Feature-based AU Relation Graph (ResNet 50))
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
Face ReconstructiononDISFA
Average F1· 2022-05-02
62.4
best: 72.7 (Norface)
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3D Face ReconstructiononDISFA
Average AUC· 2022-05-02
92.1
best: 92.9 (Multi-dimensional Edge Feature-based AU Relation Graph (ResNet 50))
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3D Face ReconstructiononDISFA
Average F1· 2022-05-02
62.4
best: 72.7 (Norface)
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782

Music4 results

Facial Recognition and ModellingonBP4D
Average AUC· 2022-05-02
83.1
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
Facial Recognition and ModellingonBP4D
Average F1· 2022-05-02
65.5
best: 67.1 (FMAE-IAT)
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
Facial Recognition and ModellingonDISFA
Average AUC· 2022-05-02
92.1
best: 92.9 (Multi-dimensional Edge Feature-based AU Relation Graph (ResNet 50))
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
Facial Recognition and ModellingonDISFA
Average F1· 2022-05-02
62.4
best: 72.7 (Norface)
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782

Methodology4 results

3DonBP4D
Average AUC· 2022-05-02
83.1
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3DonBP4D
Average F1· 2022-05-02
65.5
best: 67.1 (FMAE-IAT)
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3DonDISFA
Average AUC· 2022-05-02
92.1
best: 92.9 (Multi-dimensional Edge Feature-based AU Relation Graph (ResNet 50))
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3DonDISFA
Average F1· 2022-05-02
62.4
best: 72.7 (Norface)
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782

Medical4 results

3D Face ModellingonBP4D
Average AUC· 2022-05-02
83.1
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3D Face ModellingonBP4D
Average F1· 2022-05-02
65.5
best: 67.1 (FMAE-IAT)
SOTA
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3D Face ModellingonDISFA
Average AUC· 2022-05-02
92.1
best: 92.9 (Multi-dimensional Edge Feature-based AU Relation Graph (ResNet 50))
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782
3D Face ModellingonDISFA
Average F1· 2022-05-02
62.4
best: 72.7 (Norface)
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition arXiv:2205.01782