phaseloss0_acdc.json

{
  "GPU_IDS": "0,1",
  "GPUS": [
    "/gpu:0",
    "/gpu:1"
  ],
  "EXPERIMENT": "phasereg_v3/roll2/mse/phaseloss0_2lstm32_acdc/",
  "EXPERIMENTS_ROOT": "exp/",
  "FOLD": 0,
  "FOLDS": [
    0,1,2,3
  ],
  "SEED": 42,
  "BATCHSIZE": 4,
  "GENERATOR_WORKER": 8,
  "EPOCHS": 100,
  "DIM": [
    16,
    64,
    64
  ],
  "T_SHAPE": 40,
  "T_SPACING": 40,
  "SPACING": [
    2.5,
    2.5,
    2.5
  ],

  "DEPTH": 3,
  "FILTERS": 16,
  "M_POOL": [
    2,
    2,
    2
  ],
  "F_SIZE": [
    3,
    3,
    3
  ],

  "ADD_FLOW":false,
  "ADD_VECTOR_NORM": false,
  "ADD_VECTOR_DIRECTION": true,

  "ADD_CONV_BILSTM": false,
  "CONV_BILSTM_UNITS" : 8,

  "PRE_GAP_CONV" : false,

  "ADD_BILSTM": false,
  "BILSTM_UNITS": 32,

  "ADD_ENC":false,
  "SPLIT_CORNERS":false,
  
  "ADD_SOFTMAX": false,
  "SOFTMAX_AXIS": 0,
  "IMAGE_LOSS_WEIGHT": 1,
  "PHASE_LOSS_WEIGHT":0.0,
  "FLOW_LOSS_WEIGHT":0.01,

  "FINAL_ACTIVATION" : "relu",
  "LOSS" : "ssim",
  "MASK_LOSS" : false,
  "TRANSPOSE_LOSS" : false,
  "IMG_CHANNELS" : 1,
  "BN_FIRST": false,
  "BATCH_NORMALISATION": true,
  "PAD": "same",
  "KERNEL_INIT": "he_normal",
  "OPTIMIZER": "adam",
  "ACTIVATION": "relu",
  "LEARNING_RATE": 1e-3,
  "REDUCE_LR_ON_PLATEAU_PATIENCE": 5,
  "DECAY_FACTOR": 0.7,
  "POLY_LR_DECAY": false,
  "MIN_LR": 1E-12,
  "DROPOUT_MIN": 0.4,
  "DROPOUT_MAX": 0.5,
  "MONITOR_FUNCTION": "loss",
  "MONITOR_MODE": "min",
  "SAVE_MODEL_FUNCTION": "loss",
  "SAVE_MODEL_MODE": "min",
  "MODEL_PATIENCE": 20,
  "SAVE_LEARNING_PROGRESS_AS_TF": true,
  "SAVE_LEARNING_PROGRESS_FREQUENCY":2,
  "BORDER_MODE": 0,
  "BORDER_VALUE":0,
  "IMG_INTERPOLATION": 2,
  "MSK_INTERPOLATION": 1,
  "ROTATE": false,
  "TRANSLATE":true,
  "ROLL2SEPTUM":false,
  "ROLL2LV":false,
  "AUGMENT": false,
  "AUGMENT_PROB": 0.8,
  "RANDOMROTATE":false,
  "SHIFTSCALEROTATE":false,
  "GRIDDISTORTION":false, 
  "DOWNSCALE":false, 
  "RANDOMBRIGHTNESS":false,
  "AUGMENT_PHASES": false,
  "AUGMENT_PHASES_RANGE":[-3,3],
  "AUGMENT_TEMP": false,
  "AUGMENT_TEMP_RANGE":[-3,3],
  "REPEAT_ONEHOT": true,
  "SHUFFLE": true,
  "RESAMPLE": true,
  "RESAMPLE_T": false,
  "HIST_MATCHING": false,
  "SCALER": "standard",
  "PHASES": 5,
  "TARGET_SMOOTHING": true,
  "SMOOTHING_WEIGHT_CORRECT": 1,
  "GAUS_SIGMA": 1
}