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Models/POE

POE

Reported on 22 benchmarks across 8 tasks · 1 paper · 21 SOTA

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

Computer Vision13 results

Image Quality AssessmentonImage Aesthetics dataset
Accuracy· 2021-03-25
72.44
best: 73.05 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Image Quality AssessmentonImage Aesthetics dataset
MAE· 2021-03-25
0.287
best: 0.28 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Face ReconstructiononMORPH album2 (Caucasian)
MAE· 2021-03-25
2.35
best: 2.13 (MWR)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Face Reconstructiononmebeblurf
Accuracy· 2021-03-25
60.5
best: 61.2 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Face Reconstructiononmebeblurf
MAE· 2021-03-25
0.47
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
3D Face ReconstructiononMORPH album2 (Caucasian)
MAE· 2021-03-25
2.35
best: 2.13 (MWR)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
3D Face Reconstructiononmebeblurf
Accuracy· 2021-03-25
60.5
best: 61.2 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
3D Face Reconstructiononmebeblurf
MAE· 2021-03-25
0.47
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Historical Color Image DatingonHCI
accuracy· 2021-03-25
54.68
best: 56.44 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Age EstimationonMORPH album2 (Caucasian)
MAE· 2021-03-25
2.35
best: 2.13 (MWR)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Age Estimationonmebeblurf
Accuracy· 2021-03-25
60.5
best: 61.2 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Age Estimationonmebeblurf
MAE· 2021-03-25
0.47
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Historical Color Image DatingonHCI
MAE· 2021-03-25
0.67
best: 0.62 (ELB)
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629

Music3 results

Facial Recognition and ModellingonMORPH album2 (Caucasian)
MAE· 2021-03-25
2.35
best: 2.13 (MWR)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Facial Recognition and Modellingonmebeblurf
Accuracy· 2021-03-25
60.5
best: 61.2 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
Facial Recognition and Modellingonmebeblurf
MAE· 2021-03-25
0.47
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629

Methodology3 results

3DonMORPH album2 (Caucasian)
MAE· 2021-03-25
2.35
best: 2.13 (MWR)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
3Donmebeblurf
Accuracy· 2021-03-25
60.5
best: 61.2 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
3Donmebeblurf
MAE· 2021-03-25
0.47
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629

Medical3 results

3D Face ModellingonMORPH album2 (Caucasian)
MAE· 2021-03-25
2.35
best: 2.13 (MWR)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
3D Face Modellingonmebeblurf
Accuracy· 2021-03-25
60.5
best: 61.2 (OrdinalCLIP)
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629
3D Face Modellingonmebeblurf
MAE· 2021-03-25
0.47
SOTA
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression arXiv:2103.13629