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config.json
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config.json
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{
"use_wandb": true,
"use_cm": false,
"entity":"connect-cv-13_2",
"project_name": "Sementic-Segmentation-HJH",
"exp_name": "exp",
"exp_num": 2 ,
"user_name": "jh",
"datadir": "../input/data/",
"train_path": "train/DCM/",
"label_path": "train/outputs_json/",
"valid_file": "valid.csv",
"test_file": "test.csv",
"transform": ["resize"],
"seed": 13,
"model_name": "SegModel",
"model_param":
{
"pretrained": true,
"backbone": "resnet18"
},
"classes": [
"finger-1", "finger-2", "finger-3", "finger-4", "finger-5",
"finger-6", "finger-7", "finger-8", "finger-9", "finger-10",
"finger-11", "finger-12", "finger-13", "finger-14", "finger-15",
"finger-16", "finger-17", "finger-18", "finger-19", "Trapezium",
"Trapezoid", "Capitate", "Hamate", "Scaphoid", "Lunate",
"Triquetrum", "Pisiform", "Radius", "Ulna"
],
"num_classes": 29,
"batch_size": 8,
"opt_name": "Adam",
"loss": "bce_with_logit_loss",
"loss_param":
{
},
"lr": 1e-4,
"lr_scheduler":"",
"lr_scheduler_param":
{
"step_size":3
},
"weight_decay": 1e-6,
"epochs": 150,
"savedir": "./checkpoint",
"grad_accum_steps": 1,
"mixed_precision": "fp16",
"patience": 100
}