Concept Discovery on ImageNet
85CoverageEDDP-U
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EDDP-UCluster Count (I)=960, Backbone=EfficientNet (b0)2025.09 | 85 | 1.51 | 75 | 20 | 27 | 38 | 6.74 | 27.92 | 14.71 | 3 | 94 | |
| EDDP-CCluster Count (I)=960, Backbone=EfficientNet (b0)2025.09 | 85 | 1.48 | 72 | 20 | 27 | 38 | 6.75 | 25.92 | 14.45 | 3 | 94 | |
| EDDP-UCluster Count (I)=1120, Backbone=EfficientNet (b0)2025.09 | 85 | 1.61 | 76 | 20 | 28 | 39 | 6.73 | 31.36 | 16.54 | 3 | 94 | |
| EDDP-CCluster Count (I)=1120, Backbone=EfficientNet (b0)2025.09 | 85 | 1.54 | 74 | 20 | 28 | 39 | 6.74 | 28.62 | 16.38 | 3 | 94 | |
| EDDP-UCluster Count (I)=1280, Backbone=EfficientNet (b0)2025.09 | 85 | 1.65 | 74 | 19 | 27 | 36 | 6.81 | 40.38 | 19.12 | 3 | 94 | |
| EDDP-CCluster Count (I)=1280, Backbone=EfficientNet (b0)2025.09 | 85 | 1.6 | 73 | 19 | 26 | 36 | 6.88 | 36.95 | 18.98 | 3 | 94 | |
| PCACluster Count (I)=1280, Backbone=EfficientNet (b0)2025.09 | 68 | 26.71 | 28 | 13 | 17 | 18 | 7.44 | 48.01 | 3.12 | 4 | 95 | |
| PCACluster Count (I)=1120, Backbone=EfficientNet (b0)2025.09 | 67 | 24.7 | 28 | 13 | 17 | 19 | 7.44 | 42.33 | 2.7 | 4 | 95 | |
| PCACluster Count (I)=960, Backbone=EfficientNet (b0)2025.09 | 63 | 19.29 | 29 | 13 | 18 | 19 | 7.44 | 35.26 | 2.62 | 4 | 95 | |
| NaturalCluster Count (I)=1280, Backbone=EfficientNet (b0)2025.09 | 51 | 5.44 | 56 | 14 | 21 | 29 | 7.35 | 35.94 | 7.09 | 3 | 95 |