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Models/OrdinalCLIP

OrdinalCLIP

Reported on 52 benchmarks across 8 tasks · 1 paper · 33 SOTA

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

Computer Vision28 results

Image Quality AssessmentonImage Aesthetics dataset
Accuracy· 2022-06-06
73.05
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Image Quality AssessmentonImage Aesthetics dataset
MAE· 2022-06-06
0.28
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face Reconstructiononmebeblurf
Accuracy· 2022-06-06
61.2
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face ReconstructiononMORPH Album2
MAE (16 shot)· 2022-06-06
3.07
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face ReconstructiononMORPH Album2
MAE (2 shot)· 2022-06-06
4.36
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face ReconstructiononMORPH Album2
MAE (4 shot)· 2022-06-06
3.55
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face ReconstructiononMORPH Album2
MAE (8 shot)· 2022-06-06
3.31
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face Reconstructiononmebeblurf
Accuracy· 2022-06-06
61.2
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ReconstructiononMORPH Album2
MAE (16 shot)· 2022-06-06
3.07
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ReconstructiononMORPH Album2
MAE (2 shot)· 2022-06-06
4.36
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ReconstructiononMORPH Album2
MAE (4 shot)· 2022-06-06
3.55
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ReconstructiononMORPH Album2
MAE (8 shot)· 2022-06-06
3.31
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Historical Color Image DatingonHCI
accuracy· 2022-06-06
56.44
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age Estimationonmebeblurf
Accuracy· 2022-06-06
61.2
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age EstimationonMORPH Album2
MAE (16 shot)· 2022-06-06
3.07
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age EstimationonMORPH Album2
MAE (2 shot)· 2022-06-06
4.36
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age EstimationonMORPH Album2
MAE (4 shot)· 2022-06-06
3.55
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age EstimationonMORPH Album2
MAE (8 shot)· 2022-06-06
3.31
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face ReconstructiononMORPH album2 (Caucasian)
MAE· 2022-06-06
2.32
best: 2.13 (MWR)
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face Reconstructiononmebeblurf
MAE· 2022-06-06
0.47
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Face ReconstructiononMORPH Album2
MAE· 2022-06-06
4.94
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ReconstructiononMORPH album2 (Caucasian)
MAE· 2022-06-06
2.32
best: 2.13 (MWR)
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face Reconstructiononmebeblurf
MAE· 2022-06-06
0.47
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ReconstructiononMORPH Album2
MAE· 2022-06-06
4.94
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Historical Color Image DatingonHCI
MAE· 2022-06-06
0.67
best: 0.62 (ELB)
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age EstimationonMORPH album2 (Caucasian)
MAE· 2022-06-06
2.32
best: 2.13 (MWR)
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age Estimationonmebeblurf
MAE· 2022-06-06
0.47
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Age EstimationonMORPH Album2
MAE· 2022-06-06
4.94
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338

Music8 results

Facial Recognition and Modellingonmebeblurf
Accuracy· 2022-06-06
61.2
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Facial Recognition and ModellingonMORPH Album2
MAE (16 shot)· 2022-06-06
3.07
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Facial Recognition and ModellingonMORPH Album2
MAE (2 shot)· 2022-06-06
4.36
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Facial Recognition and ModellingonMORPH Album2
MAE (4 shot)· 2022-06-06
3.55
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Facial Recognition and ModellingonMORPH Album2
MAE (8 shot)· 2022-06-06
3.31
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Facial Recognition and ModellingonMORPH album2 (Caucasian)
MAE· 2022-06-06
2.32
best: 2.13 (MWR)
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Facial Recognition and Modellingonmebeblurf
MAE· 2022-06-06
0.47
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
Facial Recognition and ModellingonMORPH Album2
MAE· 2022-06-06
4.94
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338

Methodology8 results

3Donmebeblurf
Accuracy· 2022-06-06
61.2
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3DonMORPH Album2
MAE (16 shot)· 2022-06-06
3.07
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3DonMORPH Album2
MAE (2 shot)· 2022-06-06
4.36
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3DonMORPH Album2
MAE (4 shot)· 2022-06-06
3.55
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3DonMORPH Album2
MAE (8 shot)· 2022-06-06
3.31
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3DonMORPH album2 (Caucasian)
MAE· 2022-06-06
2.32
best: 2.13 (MWR)
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3Donmebeblurf
MAE· 2022-06-06
0.47
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3DonMORPH Album2
MAE· 2022-06-06
4.94
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338

Medical8 results

3D Face Modellingonmebeblurf
Accuracy· 2022-06-06
61.2
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ModellingonMORPH Album2
MAE (16 shot)· 2022-06-06
3.07
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ModellingonMORPH Album2
MAE (2 shot)· 2022-06-06
4.36
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ModellingonMORPH Album2
MAE (4 shot)· 2022-06-06
3.55
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ModellingonMORPH Album2
MAE (8 shot)· 2022-06-06
3.31
SOTA
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ModellingonMORPH album2 (Caucasian)
MAE· 2022-06-06
2.32
best: 2.13 (MWR)
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face Modellingonmebeblurf
MAE· 2022-06-06
0.47
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338
3D Face ModellingonMORPH Album2
MAE· 2022-06-06
4.94
best: 1.13 (Hierarchical Attention-based Age Estimation (RS))
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression arXiv:2206.02338