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DTU3D-depth-MRI.json
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DTU3D-depth-MRI.json
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{
"name": "MVLMModel_DTU3D",
"n_gpu": 1,
"arch": {
"type": "MVLMModel",
"args": {
"n_landmarks": 73,
"n_features": 256,
"dropout_rate": 0.2,
"image_channels": "depth"
}
},
"data_loader": {
"type": "FaceDataLoader",
"args":{
"data_dir": "",
"heatmap_size": 256,
"image_size": 256,
"image_channels": "depth",
"n_views": 96,
"batch_size": 8,
"shuffle": true,
"validation_split": 0.1,
"num_workers": 8
}
},
"optimizer": {
"type": "Adam",
"args":{
"lr": 0.001,
"weight_decay": 0,
"amsgrad": true
}
},
"loss": "mse_loss",
"metrics": [
"my_metric", "my_metric2"
],
"lr_scheduler": {
"type": "StepLR",
"args": {
"step_size": 50,
"gamma": 0.1
}
},
"trainer": {
"epochs": 100,
"save_dir": "saved/",
"save_period": 1,
"verbosity": 2,
"monitor": "min val_loss",
"early_stop": 10,
"tensorboard": false
},
"process_3d": {
"filter_view_lines": "quantile",
"heatmap_max_quantile": 0.5,
"heatmap_abs_threshold": 0.5,
"write_renderings": true,
"off_screen_rendering": true,
"min_x_angle": -40,
"max_x_angle": 40,
"min_y_angle": -80,
"max_y_angle": 80,
"min_z_angle": -20,
"max_z_angle": 20
},
"preparedata": {
"raw_data_dir": "",
"processed_data_dir": "",
"off_screen_rendering": true
},
"pre-align": {
"align_center_of_mass" : true,
"rot_x": 0,
"rot_y": 0,
"rot_z": 180,
"scale": 1,
"write_pre_aligned": true
}
}