depth-completion-seq-net/config_7scene.json at master · TruongKhang/depth-completion-seq-net · GitHub

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{
    "name": "SeqModel",
    "n_gpu": 3,
    "val_img_size": [480, 640],

    "arch": {
        "type": "DepthCompletionNet",
        "args": {
            "pretrained": true,
            "feature_root": 64
        }
    },
    "data_loader": {
        "type": "SevenSceneLoader",
        "args":{
            "root_dir": "/mnt/sdb/khang/7scene",
            "batch_size": 16,
            "shuffle": true,
            "img_size": [480, 640],
            "num_workers": 8,
            "scale_factor": 10,
            "seq_size": 50,
            "img_resize": [240, 320]
        }
    },
    "optimizer": {
        "type": "Adam",
        "args":{
            "lr": 0.0001,
            "weight_decay": 0,
            "amsgrad": true
        }
    },
    "loss": "multi_losses",
    "metrics": [
        "mae", "rmse"
    ],
    "lr_scheduler": {
        "type": "StepLR",
        "args": {
            "step_size": 3,
            "gamma": 0.5
        }
    },
    "trainer": {
        "epochs": 30,
        "seq": true,
        "save_dir": "saved/",
        "save_period": 1,
        "verbosity": 2,
        "logging_every": 100,
        "monitor": "min val_rmse",
        "early_stop": 20,
        "tensorboard": false
    }
}