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Models/CORAL

CORAL

Reported on 27 benchmarks across 8 tasks · 3 papers · 20 SOTA

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

Computer Vision15 results

Visual Place RecognitiononOxford RobotCar (LiDAR 4096 points+RGB)
recall@top1· 2020-11-22
88.93
best: 96.7 (MinkLoc++ (LiDAR+RGB))
SOTA
CORAL: Colored structural representation for bi-modal place recognition arXiv:2011.10934
Face ReconstructiononAFAD
MAE· 2019-01-20
3.48
best: 3.12 (FaRL+MLP)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Face ReconstructiononUTKFace
MAE· 2019-01-20
5.39
best: 3.7 (MiVOLO-D1)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Face ReconstructiononCACD
MAE· 2019-01-20
5.35
best: 3.89 (MiVOLO-V2)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3D Face ReconstructiononAFAD
MAE· 2019-01-20
3.48
best: 3.12 (FaRL+MLP)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3D Face ReconstructiononUTKFace
MAE· 2019-01-20
5.39
best: 3.7 (MiVOLO-D1)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3D Face ReconstructiononCACD
MAE· 2019-01-20
5.35
best: 3.89 (MiVOLO-V2)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Age EstimationonAFAD
MAE· 2019-01-20
3.48
best: 3.12 (FaRL+MLP)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Age EstimationonUTKFace
MAE· 2019-01-20
5.39
best: 3.7 (MiVOLO-D1)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Age EstimationonCACD
MAE· 2019-01-20
5.35
best: 3.89 (MiVOLO-V2)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Image ClassificationoniWildCam2020-WILDS
Accuracy (Top-1)· 2016-07-06
73.3
best: 74.5 (COSMO)
SOTA
Deep CORAL: Correlation Alignment for Deep Domain Adaptation arXiv:1607.01719
Visual Place RecognitiononOxford RobotCar (LiDAR 4096 points+RGB)
recall@top1%· 2020-11-22
96.13
best: 99.1 (MinkLoc++ (LiDAR+RGB))
CORAL: Colored structural representation for bi-modal place recognition arXiv:2011.10934
Face ReconstructiononMORPH Album2
MAE· 2019-01-20
2.59
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3D Face ReconstructiononMORPH Album2
MAE· 2019-01-20
2.59
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Age EstimationonMORPH Album2
MAE· 2019-01-20
2.59
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884

Music4 results

Facial Recognition and ModellingonAFAD
MAE· 2019-01-20
3.48
best: 3.12 (FaRL+MLP)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Facial Recognition and ModellingonUTKFace
MAE· 2019-01-20
5.39
best: 3.7 (MiVOLO-D1)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Facial Recognition and ModellingonCACD
MAE· 2019-01-20
5.35
best: 3.89 (MiVOLO-V2)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
Facial Recognition and ModellingonMORPH Album2
MAE· 2019-01-20
2.59
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884

Methodology4 results

3DonAFAD
MAE· 2019-01-20
3.48
best: 3.12 (FaRL+MLP)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3DonUTKFace
MAE· 2019-01-20
5.39
best: 3.7 (MiVOLO-D1)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3DonCACD
MAE· 2019-01-20
5.35
best: 3.89 (MiVOLO-V2)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3DonMORPH Album2
MAE· 2019-01-20
2.59
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884

Medical4 results

3D Face ModellingonAFAD
MAE· 2019-01-20
3.48
best: 3.12 (FaRL+MLP)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3D Face ModellingonUTKFace
MAE· 2019-01-20
5.39
best: 3.7 (MiVOLO-D1)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3D Face ModellingonCACD
MAE· 2019-01-20
5.35
best: 3.89 (MiVOLO-V2)
SOTA
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884
3D Face ModellingonMORPH Album2
MAE· 2019-01-20
2.59
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
Rank consistent ordinal regression for neural networks with application to age estimation arXiv:1901.07884