Out-of-distribution detection on External Validation Set
1AccuracyResNet-18
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ResNet-18Resolution=512x512, Pipeline=DL, Platform=CPU, Batch Size=12026.05 | 1 | 1 | 229 | 177 | — | — | 8 | 44 | |
| ResNet-18Resolution=512x512, Pipeline=DL, Platform=GPU, Batch Size=12026.05 | 1 | 1 | 214 | 198 | — | — | 9 | 7 | |
| ResNet-18Resolution=256x256, Pipeline=DL, Platform=CPU, Batch Size=12026.05 | 1 | 1 | 197 | 175 | — | — | 6 | 16 | |
| ResNet-18Resolution=256x256, Pipeline=DL, Platform=GPU, Batch Size=12026.05 | 1 | 1 | 196 | 187 | — | — | 5 | 4 | |
| ExtraTreesResolution=1/8x (64x64), Pipeline=ML, Platform=CPU, Batch Size=12026.05 | 0.999 | 1 | 31 | 15 | 13 | 3 | — | — | |
| ResNet-18Resolution=64x64, Pipeline=DL, Platform=CPU, Batch Size=12026.05 | 0.997 | 1 | 183 | 173 | — | — | 4 | 6 | |
| ResNet-18Resolution=64x64, Pipeline=DL, Platform=GPU, Batch Size=12026.05 | 0.997 | 1 | 197 | 191 | — | — | 3 | 3 | |
| ExtraTreesResolution=1/4x (128x128), Pipeline=ML, Platform=CPU, Batch Size=12026.05 | 0.995 | 1 | 50 | 15 | 32 | 3 | — | — | |
| ResNet-18Resolution=128x128, Pipeline=DL, Platform=CPU, Batch Size=12026.05 | 0.995 | 1 | 188 | 173 | — | — | 5 | 10 | |
| ResNet-18Resolution=128x128, Pipeline=DL, Platform=GPU, Batch Size=12026.05 | 0.995 | 1 | 196 | 188 | — | — | 4 | 4 | |
| ExtraTreesResolution=1x (512x512), Pipeline=ML, Platform=CPU, Batch Size=12026.05 | 0.988 | 1 | 396 | 15 | 378 | 3 | — | — | |
| ExtraTreesResolution=1/2x (256x256), Pipeline=ML, Platform=CPU, Batch Size=12026.05 | 0.985 | 1 | 119 | 15 | 101 | 3 | — | — |