Network Dissection on Broden
2Concept Detectors (Color)EDDP-U
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EDDP-UI (cluster count)=384, Backbone=ResNet18, Training Dataset=Places3652025.09 | 2 | 2 | 118 | 54 | 8 | 7 | 3 | 3 | 151 | 114 | 21 | 17 | 303 | 197 | |
| EDDP-CI (cluster count)=384, Backbone=ResNet18, Training Dataset=Places3652025.09 | 2 | 2 | 117 | 51 | 9 | 6 | 4 | 4 | 153 | 114 | 22 | 17 | 307 | 194 | |
| EDDP-UI (cluster count)=448, Backbone=ResNet18, Training Dataset=Places3652025.09 | 2 | 2 | 137 | 62 | 6 | 6 | 5 | 5 | 193 | 129 | 21 | 18 | 364 | 222 | |
| EDDP-CI (cluster count)=448, Backbone=ResNet18, Training Dataset=Places3652025.09 | 2 | 2 | 136 | 60 | 5 | 5 | 5 | 5 | 194 | 133 | 22 | 18 | 364 | 223 | |
| EDDP-UI (cluster count)=512, Backbone=ResNet18, Training Dataset=Places3652025.09 | 1 | 1 | 127 | 66 | 10 | 10 | 4 | 4 | 236 | 161 | 29 | 22 | 407 | 264 | |
| EDDP-CI (cluster count)=512, Backbone=ResNet18, Training Dataset=Places3652025.09 | 1 | 1 | 128 | 66 | 11 | 11 | 4 | 4 | 236 | 165 | 27 | 22 | 407 | 269 | |
| PCAI (cluster count)=384, Backbone=ResNet18, Training Dataset=Places3652025.09 | 0 | 0 | 22 | 13 | 5 | 2 | 1 | 1 | 28 | 16 | 117 | 32 | 173 | 64 | |
| NMFI (cluster count)=384, Backbone=ResNet18, Training Dataset=Places3652025.09 | 0 | 0 | 94 | 42 | 7 | 4 | 2 | 2 | 189 | 101 | 47 | 26 | 339 | 175 | |
| PCAI (cluster count)=448, Backbone=ResNet18, Training Dataset=Places3652025.09 | 0 | 0 | 22 | 13 | 5 | 2 | 1 | 1 | 28 | 16 | 127 | 33 | 183 | 65 | |
| NMFI (cluster count)=448, Backbone=ResNet18, Training Dataset=Places3652025.09 | 0 | 0 | 95 | 46 | 9 | 7 | 1 | 1 | 234 | 120 | 33 | 20 | 372 | 194 | |
| NaturalI (cluster count)=512, Backbone=ResNet18, Training Dataset=Places3652025.09 | 0 | 0 | 107 | 43 | 11 | 8 | 1 | 1 | 269 | 135 | 26 | 17 | 414 | 204 | |
| PCAI (cluster count)=512, Backbone=ResNet18, Training Dataset=Places3652025.09 | 0 | 0 | 22 | 13 | 5 | 2 | 1 | 1 | 27 | 15 | 125 | 32 | 180 | 63 |