Concept Detection on PAS (test)
85.57Concept AccuracyHyperCBM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HyperCBMLabeled Ratio=0.6, Backbone=ResNet342026.06 | 85.57 | 71.25 | |
| HyperCBMLabeled Ratio=0.8, Backbone=ResNet342026.06 | 85.57 | 71.89 | |
| HyperCBM*Labeled Ratio=1.0, Backbone=ResNet342026.06 | 84.93 | 71.45 | |
| HyperCBMLabeled Ratio=0.4, Backbone=ResNet342026.06 | 84.19 | 68.2 | |
| HyperCBMLabeled Ratio=0.2, Backbone=ResNet342026.06 | 83.07 | 67.08 | |
| HyperCBMLabeled Ratio=0.1, Backbone=ResNet342026.06 | 81.61 | 64.43 | |
| CBM*Labeled Ratio=1.0, Backbone=ResNet342026.06 | 79.85 | 64.64 | |
| CEM*Labeled Ratio=1.0, Backbone=ResNet342026.06 | 78.14 | 61.67 | |
| HyperCBMLabeled Ratio=0.01, Backbone=ResNet342026.06 | 70.21 | 52.67 |