manual_annotated_synthetic/config.json

{
   "batch_size": 32,
   "sliding_window_mode": "constant",
   "models": {
      "lr": "1e-5",
      "wd": 0,
      "dropout": 0.0,
      "model": "unet",
      "unet": {
         "channels": [
            32,
            64,
            128,
            256
         ],
         "strides": [
            2,
            2,
            2
         ],
         "activation": "LEAKYRELU",
         "normalization": "BATCH"
      }
   },
   "augmentation": {
      "patch_size": [
         64,
         64,
         64
      ],
      "use_augmentation": true,
      "p_gaussian_noise": 0.5,
      "p_gaussian_smooth": 0.5,
      "p_intensity_scale": 0,
      "p_intensity_shift": 0,
      "p_adjust_contrast": 0,
      "p_histogram_shift": 0.5,
      "p_rotate": 0.5,
      "p_zoom": 0.5,
      "p_shear": 0,
      "p_flip": [
         0,
         0.5,
         0.5
      ],
      "gaussian_noise_mean": 0.0,
      "gaussian_noise_std": 0.01,
      "gaussian_smooth_sigma": [
         0.0,
         0.5
      ],
      "intensity_scale_factors": [
         -0.5,
         1.2
      ],
      "intensity_shift_offsets": [
         0.05,
         0.2
      ],
      "adjust_contrast_gamma": [
         0.7,
         1.3
      ],
      "control_points": [
         5,
         10
      ],
      "rotation": [
         -90,
         90
      ],
      "min_zoom": 1.0,
      "max_zoom": 1.2,
      "shear_range": [
         0.1,
         0.1,
         0.1
      ]
   }
}