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Models/GReFEL

GReFEL

Reported on 30 benchmarks across 6 tasks · 1 paper · 12 SOTA

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

Computer Vision15 results

Face ReconstructiononAff-Wild2
Accuracy· 2024-10-21
72.48
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Face ReconstructiononJAFFE
Accuracy· 2024-10-21
96.67
best: 99.52 (TL)
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Expression Recognition (FER)onJAFFE
Accuracy· 2024-10-21
96.67
best: 99.52 (TL)
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Expression Recognition (FER)onAff-Wild2
Accuracy· 2024-10-21
72.48
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ReconstructiononAff-Wild2
Accuracy· 2024-10-21
72.48
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ReconstructiononJAFFE
Accuracy· 2024-10-21
96.67
best: 99.52 (TL)
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Face ReconstructiononFER+
Accuracy· 2024-10-21
93.09
best: 95.55 (PAtt-Lite)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Face ReconstructiononFERG
Accuracy· 2024-10-21
98.18
best: 99.3 (DeepEmotion)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Face ReconstructiononRAF-DB
Overall Accuracy· 2024-10-21
92.47
best: 94.76 (ResEmoteNet)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Expression Recognition (FER)onFER+
Accuracy· 2024-10-21
93.09
best: 95.55 (PAtt-Lite)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Expression Recognition (FER)onFERG
Accuracy· 2024-10-21
98.18
best: 99.3 (DeepEmotion)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Expression Recognition (FER)onRAF-DB
Overall Accuracy· 2024-10-21
92.47
best: 94.76 (ResEmoteNet)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ReconstructiononFER+
Accuracy· 2024-10-21
93.09
best: 95.55 (PAtt-Lite)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ReconstructiononFERG
Accuracy· 2024-10-21
98.18
best: 99.3 (DeepEmotion)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ReconstructiononRAF-DB
Overall Accuracy· 2024-10-21
92.47
best: 94.76 (ResEmoteNet)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927

Music5 results

Facial Recognition and ModellingonAff-Wild2
Accuracy· 2024-10-21
72.48
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Recognition and ModellingonJAFFE
Accuracy· 2024-10-21
96.67
best: 99.52 (TL)
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Recognition and ModellingonFER+
Accuracy· 2024-10-21
93.09
best: 95.55 (PAtt-Lite)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Recognition and ModellingonFERG
Accuracy· 2024-10-21
98.18
best: 99.3 (DeepEmotion)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
Facial Recognition and ModellingonRAF-DB
Overall Accuracy· 2024-10-21
92.47
best: 94.76 (ResEmoteNet)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927

Methodology5 results

3DonAff-Wild2
Accuracy· 2024-10-21
72.48
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3DonJAFFE
Accuracy· 2024-10-21
96.67
best: 99.52 (TL)
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3DonFER+
Accuracy· 2024-10-21
93.09
best: 95.55 (PAtt-Lite)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3DonFERG
Accuracy· 2024-10-21
98.18
best: 99.3 (DeepEmotion)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3DonRAF-DB
Overall Accuracy· 2024-10-21
92.47
best: 94.76 (ResEmoteNet)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927

Medical5 results

3D Face ModellingonJAFFE
Accuracy· 2024-10-21
96.67
best: 99.52 (TL)
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ModellingonAff-Wild2
Accuracy· 2024-10-21
72.48
SOTA
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ModellingonFER+
Accuracy· 2024-10-21
93.09
best: 95.55 (PAtt-Lite)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ModellingonFERG
Accuracy· 2024-10-21
98.18
best: 99.3 (DeepEmotion)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927
3D Face ModellingonRAF-DB
Overall Accuracy· 2024-10-21
92.47
best: 94.76 (ResEmoteNet)
GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution arXiv:2410.15927