forked from lixiang007666/Simple-UNet-RetinaSeg
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathmodel_architecture.json
1 lines (1 loc) · 33.2 KB
/
model_architecture.json
1
{"class_name": "Model", "config": {"name": "model_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": [null, 48, 48, 1], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_3"}, "name": "input_3", "inbound_nodes": []}, {"class_name": "Conv2D", "config": {"name": "conv2d_38", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_38", "inbound_nodes": [[["input_3", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_36", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_36", "inbound_nodes": [[["conv2d_38", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_36", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_36", "inbound_nodes": [[["batch_normalization_36", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_39", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_39", "inbound_nodes": [[["activation_36", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_37", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_37", "inbound_nodes": [[["conv2d_39", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_37", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_37", "inbound_nodes": [[["batch_normalization_37", 0, 0, {}]]]}, {"class_name": "MaxPooling2D", "config": {"name": "max_pooling2d_8", "trainable": true, "dtype": "float32", "pool_size": [2, 2], "padding": "valid", "strides": [2, 2], "data_format": "channels_last"}, "name": "max_pooling2d_8", "inbound_nodes": [[["activation_37", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_16", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_16", "inbound_nodes": [[["max_pooling2d_8", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_40", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_40", "inbound_nodes": [[["dropout_16", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_38", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_38", "inbound_nodes": [[["conv2d_40", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_38", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_38", "inbound_nodes": [[["batch_normalization_38", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_41", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_41", "inbound_nodes": [[["activation_38", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_39", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_39", "inbound_nodes": [[["conv2d_41", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_39", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_39", "inbound_nodes": [[["batch_normalization_39", 0, 0, {}]]]}, {"class_name": "MaxPooling2D", "config": {"name": "max_pooling2d_9", "trainable": true, "dtype": "float32", "pool_size": [2, 2], "padding": "valid", "strides": [2, 2], "data_format": "channels_last"}, "name": "max_pooling2d_9", "inbound_nodes": [[["activation_39", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_17", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_17", "inbound_nodes": [[["max_pooling2d_9", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_42", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_42", "inbound_nodes": [[["dropout_17", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_40", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_40", "inbound_nodes": [[["conv2d_42", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_40", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_40", "inbound_nodes": [[["batch_normalization_40", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_43", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_43", "inbound_nodes": [[["activation_40", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_41", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_41", "inbound_nodes": [[["conv2d_43", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_41", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_41", "inbound_nodes": [[["batch_normalization_41", 0, 0, {}]]]}, {"class_name": "MaxPooling2D", "config": {"name": "max_pooling2d_10", "trainable": true, "dtype": "float32", "pool_size": [2, 2], "padding": "valid", "strides": [2, 2], "data_format": "channels_last"}, "name": "max_pooling2d_10", "inbound_nodes": [[["activation_41", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_18", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_18", "inbound_nodes": [[["max_pooling2d_10", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_44", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_44", "inbound_nodes": [[["dropout_18", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_42", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_42", "inbound_nodes": [[["conv2d_44", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_42", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_42", "inbound_nodes": [[["batch_normalization_42", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_45", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_45", "inbound_nodes": [[["activation_42", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_43", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_43", "inbound_nodes": [[["conv2d_45", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_43", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_43", "inbound_nodes": [[["batch_normalization_43", 0, 0, {}]]]}, {"class_name": "MaxPooling2D", "config": {"name": "max_pooling2d_11", "trainable": true, "dtype": "float32", "pool_size": [2, 2], "padding": "valid", "strides": [2, 2], "data_format": "channels_last"}, "name": "max_pooling2d_11", "inbound_nodes": [[["activation_43", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_19", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_19", "inbound_nodes": [[["max_pooling2d_11", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_46", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_46", "inbound_nodes": [[["dropout_19", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_44", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_44", "inbound_nodes": [[["conv2d_46", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_44", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_44", "inbound_nodes": [[["batch_normalization_44", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_47", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_47", "inbound_nodes": [[["activation_44", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_45", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_45", "inbound_nodes": [[["conv2d_47", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_45", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_45", "inbound_nodes": [[["batch_normalization_45", 0, 0, {}]]]}, {"class_name": "Conv2DTranspose", "config": {"name": "conv2d_transpose_8", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": [2, 2], "strides": [2, 2], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null, "output_padding": null}, "name": "conv2d_transpose_8", "inbound_nodes": [[["activation_45", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_8", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_8", "inbound_nodes": [[["conv2d_transpose_8", 0, 0, {}], ["activation_43", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_20", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_20", "inbound_nodes": [[["concatenate_8", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_48", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_48", "inbound_nodes": [[["dropout_20", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_46", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_46", "inbound_nodes": [[["conv2d_48", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_46", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_46", "inbound_nodes": [[["batch_normalization_46", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_49", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_49", "inbound_nodes": [[["activation_46", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_47", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_47", "inbound_nodes": [[["conv2d_49", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_47", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_47", "inbound_nodes": [[["batch_normalization_47", 0, 0, {}]]]}, {"class_name": "Conv2DTranspose", "config": {"name": "conv2d_transpose_9", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": [2, 2], "strides": [2, 2], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null, "output_padding": null}, "name": "conv2d_transpose_9", "inbound_nodes": [[["activation_47", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_9", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_9", "inbound_nodes": [[["conv2d_transpose_9", 0, 0, {}], ["activation_41", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_21", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_21", "inbound_nodes": [[["concatenate_9", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_50", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_50", "inbound_nodes": [[["dropout_21", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_48", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_48", "inbound_nodes": [[["conv2d_50", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_48", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_48", "inbound_nodes": [[["batch_normalization_48", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_51", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_51", "inbound_nodes": [[["activation_48", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_49", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_49", "inbound_nodes": [[["conv2d_51", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_49", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_49", "inbound_nodes": [[["batch_normalization_49", 0, 0, {}]]]}, {"class_name": "Conv2DTranspose", "config": {"name": "conv2d_transpose_10", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": [2, 2], "strides": [2, 2], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null, "output_padding": null}, "name": "conv2d_transpose_10", "inbound_nodes": [[["activation_49", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_10", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_10", "inbound_nodes": [[["conv2d_transpose_10", 0, 0, {}], ["activation_39", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_22", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_22", "inbound_nodes": [[["concatenate_10", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_52", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_52", "inbound_nodes": [[["dropout_22", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_50", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_50", "inbound_nodes": [[["conv2d_52", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_50", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_50", "inbound_nodes": [[["batch_normalization_50", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_53", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_53", "inbound_nodes": [[["activation_50", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_51", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_51", "inbound_nodes": [[["conv2d_53", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_51", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_51", "inbound_nodes": [[["batch_normalization_51", 0, 0, {}]]]}, {"class_name": "Conv2DTranspose", "config": {"name": "conv2d_transpose_11", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": [2, 2], "strides": [2, 2], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null, "output_padding": null}, "name": "conv2d_transpose_11", "inbound_nodes": [[["activation_51", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_11", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_11", "inbound_nodes": [[["conv2d_transpose_11", 0, 0, {}], ["activation_37", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_23", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_23", "inbound_nodes": [[["concatenate_11", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_54", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_54", "inbound_nodes": [[["dropout_23", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_52", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_52", "inbound_nodes": [[["conv2d_54", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_52", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_52", "inbound_nodes": [[["batch_normalization_52", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_55", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_55", "inbound_nodes": [[["activation_52", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_53", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_53", "inbound_nodes": [[["conv2d_55", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_53", "trainable": true, "dtype": "float32", "activation": "relu"}, "name": "activation_53", "inbound_nodes": [[["batch_normalization_53", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_56", "trainable": true, "dtype": "float32", "filters": 2, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_56", "inbound_nodes": [[["activation_53", 0, 0, {}]]]}], "input_layers": [["input_3", 0, 0]], "output_layers": [["conv2d_56", 0, 0]]}, "keras_version": "2.2.4-tf", "backend": "tensorflow"}