Property Prediction on Nanofiber
1.702RMSE (Fractional)ORDER-alpha
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ORDER-alphaFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.01 | 1.702 | 11.992 | 0.061 | 0.072 | 1.785 | |
| ORDER-alphaFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.01 | 1.795 | 11.437 | 0.065 | 0.063 | 1.731 | |
| ORDER-dynFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.01 | 1.977 | 14.6 | 0.07 | 0.068 | 1.513 | |
| ORDER-dynFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.01 | 1.992 | 14.814 | 0.061 | 0.069 | 1.542 | |
| ORDER-alphaFeature Modality=Image, Backbone=ViT-B/162026.01 | 2.155 | 22.118 | 0.086 | 0.076 | 1.962 | |
| ORDER-alphaFeature Modality=Image, Backbone=ViT-B/322026.01 | 2.177 | 22.811 | 0.084 | 0.079 | 1.923 | |
| ORDER-dynFeature Modality=Image, Backbone=ViT-B/162026.01 | 2.21 | 23.348 | 0.082 | 0.08 | 1.888 | |
| ORDER-dynFeature Modality=Image, Backbone=ViT-B/322026.01 | 2.309 | 23.276 | 0.089 | 0.087 | 1.977 | |
| CMCLFeature Modality=Image, Backbone=ViT-B/162026.01 | 2.56 | 24.982 | 0.094 | 0.095 | 2.267 | |
| MatMCLFeature Modality=Image, Backbone=ViT-B/162026.01 | 2.625 | 24.096 | 0.096 | 0.095 | 2.24 | |
| CMCLFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.01 | 2.632 | 20.376 | 0.086 | 0.097 | 2.24 | |
| ViT-B/16Feature Modality=Image2026.01 | 2.653 | 23.57 | 0.095 | 0.096 | 2.333 | |
| ResNet50Feature Modality=Image2026.01 | 2.665 | 23.932 | 0.099 | 0.101 | 2.427 | |
| ResNet101Feature Modality=Image2026.01 | 2.686 | 24.135 | 0.103 | 0.104 | 2.466 | |
| CMCLFeature Modality=Image, Backbone=ViT-B/322026.01 | 2.691 | 25.441 | 0.101 | 0.102 | 2.452 | |
| ViT-B/32Feature Modality=Image2026.01 | 2.729 | 23.447 | 0.101 | 0.103 | 2.478 | |
| MatMCLFeature Modality=Image, Backbone=ViT-B/322026.01 | 2.773 | 24.267 | 0.097 | 0.1 | 2.408 | |
| MatMCLFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.01 | 2.87 | 19.618 | 0.094 | 0.101 | 2.384 | |
| CMCLFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.01 | 2.875 | 21.658 | 0.096 | 0.106 | 2.483 | |
| MatMCLFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.01 | 2.912 | 20.244 | 0.086 | 0.1 | 2.359 | |
| XGBoostFeature Modality=Tabular, Category=Modality-specific baseline2026.01 | 2.993 | 17.474 | 0.094 | 0.104 | 2.537 | |
| LightGBMFeature Modality=Tabular, Category=Modality-specific baseline2026.01 | 3.077 | 18.663 | 0.099 | 0.113 | 2.697 | |
| CatBoostFeature Modality=Tabular, Category=Modality-specific baseline2026.01 | 3.105 | 16.036 | 0.094 | 0.102 | 2.568 | |
| TabPFNFeature Modality=Tabular, Category=Modality-specific baseline2026.01 | 3.134 | 17.852 | 0.086 | 0.093 | 2.546 |