Out-of-Distribution Detection on ImageNet-1K OpenOOD (test)
80.98AUROC (Near)Hierarchical Gaussian DPMM (Coupled Diag.)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Hierarchical Gaussian DPMM (Coupled Diag.)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.98 | 90.72 | |
| Hierarchical Gaussian DPMM (Diagonal)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.6 | 90.85 | |
| RMDSBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.03 | 92.59 | |
| Hierarchical Gaussian DPMM (Tied)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 79.28 | 92.7 | |
| MDSBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 78.97 | 92.57 | |
| Temp. ScaleBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 77.29 | 88.62 | |
| MSPBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 75.8 | 86.3 | |
| Hierarchical Gaussian DPMM (Full)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 70.66 | 86.31 |