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renamed to 'configs/' added zurich config file
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naga-karthik committed Apr 29, 2022
1 parent 0fb71bb commit 015583a
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117 changes: 117 additions & 0 deletions configs/config_sci_full-vol_bs=8_bnf=8_no-bin_lr_augs.json
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{
"command": "train",
"gpu_ids": [2],
"path_output": "/home/GRAMES.POLYMTL.CA/u114716/sci-zurich_project/configs_all_subs/outputs/sciLesions_crpd_exp3_bs_no-bin_seed123",
"model_name": "Unet3d_singleContrast",
"debugging": true,
"object_detection_params": {
"object_detection_path": null,
"safety_factor": [1.0, 1.0, 1.0]
},
"wandb": {
"wandb_api_key": "bf043c64b6c6b4abcc1ee7d8501c300b19945028",
"project_name": "sci-zurich",
"group_name": "ivadomed_models",
"run_name": "sc=sag_ep=300_bs=8",
"log_grads_every": 1000
},
"loader_parameters": {
"path_data": ["/home/GRAMES.POLYMTL.CA/u114716/duke/temp/muena/sci-zurich_preprocessed"],
"target_suffix": ["_lesion-manual"],
"extensions": [".nii.gz"],
"roi_params": {
"suffix": null,
"slice_filter_roi": null
},
"contrast_params": {
"training_validation": ["T2w"],
"testing": ["T2w"],
"balance": {}
},
"slice_filter_params": {
"filter_empty_mask": false,
"filter_empty_input": false
},
"slice_axis": "sagittal",
"multichannel": false,
"soft_gt": true
},
"split_dataset": {
"fname_split": null,
"random_seed": 123,
"split_method" : "participant_id",
"data_testing": {"data_type": null, "data_value":[]},
"balance": null,
"train_fraction": 0.75,
"test_fraction": 0.2
},
"training_parameters": {
"batch_size": 2,
"loss": {
"name": "DiceLoss"
},
"training_time": {
"num_epochs": 500,
"early_stopping_patience": 200,
"early_stopping_epsilon": 0.001
},
"scheduler": {
"initial_lr": 1e-4,
"lr_scheduler": {
"name": "CosineAnnealingLR",
"base_lr": 1e-5,
"max_lr": 5e-4
}
},
"balance_samples": {"applied": false, "type": "gt"}
},
"default_model": {
"name": "Unet",
"final_activation": "relu"
},
"Modified3DUNet": {
"applied": true,
"length_3D": [256, 128, 96],
"stride_3D": [256, 128, 96],
"attention": false,
"n_filters": 8
},
"uncertainty": {
"epistemic": false,
"aleatoric": false,
"n_it": 0
},
"postprocessing": {
"binarize_prediction": {"thr": -1},
"uncertainty": {"thr": -1, "suffix": "_unc-vox.nii.gz"}
},
"evaluation_parameters": {},
"transformation": {
"CenterCrop": {"size": [256, 128, 96]},
"RandomReverse": {
"applied_to": ["im", "gt"],
"dataset_type": ["training"]
},
"RandomAffine": {
"degrees": 10,
"scale": [0.3, 0.3, 0.3],
"translate": [0.1, 0.1, 0.1],
"applied_to": ["im", "gt"],
"dataset_type": ["training"]
},
"ElasticTransform": {
"alpha_range": [25.0, 35.0],
"sigma_range": [3.5, 5.5],
"p": 0.5,
"applied_to": ["im", "gt"],
"dataset_type": ["training"]
},
"RandomGamma": {
"log_gamma_range": [-1.5, 1.5],
"p": 0.5,
"applied_to": ["im"],
"dataset_type": ["training"]
},
"NormalizeInstance": {"applied_to": ["im"]}
}
}

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