Table 5 The effect of different input image sizes on the performance of proposed methodology.
From: Melanoma segmentation using deep learning with test-time augmentations and conditional random fields
Method | Model | Jaccard index |
|---|---|---|
128 | UNet | 80.35 |
ResUNet | 77.10 | |
ResUNet++ | 81.33 | |
192 | UNet | 82.60 |
ResUNet | 79.56 | |
ResUNet++ | 82.49 | |
256 | UNet | 83.39 |
ResUNet | 80.35 | |
ResUNet++ | 83.21 | |
512 | UNet | 83.12 |
ResUNet | 80.40 | |
ResUNet++ | 83.44 |
