網絡結構.txt

x_train shape: (206, 64, 64, 3)
206 train samples
21 test samples
y_train shape: (206,)

__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to
==================================================================================================
input_1 (InputLayer)            [(None, 64, 64, 3)]  0
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 64, 64, 3)    12          input_1[0][0]
__________________________________________________________________________________________________
activation (Activation)         (None, 64, 64, 3)    0           batch_normalization[0][0]
__________________________________________________________________________________________________
conv2d (Conv2D)                 (None, 64, 64, 24)   672         activation[0][0]
__________________________________________________________________________________________________
concatenate (Concatenate)       (None, 64, 64, 27)   0           input_1[0][0]
                                                                 conv2d[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 64, 64, 27)   108         concatenate[0][0]
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 64, 64, 27)   0           batch_normalization_1[0][0]
__________________________________________________________________________________________________
conv2d_1 (Conv2D)               (None, 64, 64, 48)   1344        activation_1[0][0]
__________________________________________________________________________________________________
dropout (Dropout)               (None, 64, 64, 48)   0           conv2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 64, 64, 48)   192         dropout[0][0]
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 64, 64, 48)   0           batch_normalization_2[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D)               (None, 64, 64, 12)   5196        activation_2[0][0]
__________________________________________________________________________________________________
dropout_1 (Dropout)             (None, 64, 64, 12)   0           conv2d_2[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 64, 64, 39)   0           concatenate[0][0]
                                                                 dropout_1[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 64, 64, 39)   156         concatenate_1[0][0]
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 64, 64, 39)   0           batch_normalization_3[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D)               (None, 64, 64, 48)   1920        activation_3[0][0]
__________________________________________________________________________________________________
dropout_2 (Dropout)             (None, 64, 64, 48)   0           conv2d_3[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 64, 64, 48)   192         dropout_2[0][0]
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 64, 64, 48)   0           batch_normalization_4[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D)               (None, 64, 64, 12)   5196        activation_4[0][0]
__________________________________________________________________________________________________
dropout_3 (Dropout)             (None, 64, 64, 12)   0           conv2d_4[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate)     (None, 64, 64, 51)   0           concatenate_1[0][0]
                                                                 dropout_3[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 64, 64, 51)   204         concatenate_2[0][0]
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 64, 64, 51)   0           batch_normalization_5[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D)               (None, 64, 64, 48)   2496        activation_5[0][0]
__________________________________________________________________________________________________
dropout_4 (Dropout)             (None, 64, 64, 48)   0           conv2d_5[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 64, 64, 48)   192         dropout_4[0][0]
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 64, 64, 48)   0           batch_normalization_6[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D)               (None, 64, 64, 12)   5196        activation_6[0][0]
__________________________________________________________________________________________________
dropout_5 (Dropout)             (None, 64, 64, 12)   0           conv2d_6[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 64, 64, 63)   0           concatenate_2[0][0]
                                                                 dropout_5[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 64, 64, 63)   252         concatenate_3[0][0]
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 64, 64, 63)   0           batch_normalization_7[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D)               (None, 64, 64, 48)   3072        activation_7[0][0]
__________________________________________________________________________________________________
dropout_6 (Dropout)             (None, 64, 64, 48)   0           conv2d_7[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 64, 64, 48)   192         dropout_6[0][0]
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 64, 64, 48)   0           batch_normalization_8[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D)               (None, 64, 64, 12)   5196        activation_8[0][0]
__________________________________________________________________________________________________
dropout_7 (Dropout)             (None, 64, 64, 12)   0           conv2d_8[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 64, 64, 75)   0           concatenate_3[0][0]
                                                                 dropout_7[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 64, 64, 75)   300         concatenate_4[0][0]
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 64, 64, 75)   0           batch_normalization_9[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D)               (None, 64, 64, 48)   3648        activation_9[0][0]
__________________________________________________________________________________________________
dropout_8 (Dropout)             (None, 64, 64, 48)   0           conv2d_9[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 64, 64, 48)   192         dropout_8[0][0]
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 64, 64, 48)   0           batch_normalization_10[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D)              (None, 64, 64, 12)   5196        activation_10[0][0]
__________________________________________________________________________________________________
dropout_9 (Dropout)             (None, 64, 64, 12)   0           conv2d_10[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate)     (None, 64, 64, 87)   0           concatenate_4[0][0]
                                                                 dropout_9[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 64, 64, 87)   348         concatenate_5[0][0]
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 64, 64, 87)   0           batch_normalization_11[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D)              (None, 64, 64, 48)   4224        activation_11[0][0]
__________________________________________________________________________________________________
dropout_10 (Dropout)            (None, 64, 64, 48)   0           conv2d_11[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 64, 64, 48)   192         dropout_10[0][0]
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 64, 64, 48)   0           batch_normalization_12[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D)              (None, 64, 64, 12)   5196        activation_12[0][0]
__________________________________________________________________________________________________
dropout_11 (Dropout)            (None, 64, 64, 12)   0           conv2d_12[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate)     (None, 64, 64, 99)   0           concatenate_5[0][0]
                                                                 dropout_11[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 64, 64, 99)   396         concatenate_6[0][0]
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 64, 64, 99)   0           batch_normalization_13[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D)              (None, 64, 64, 48)   4800        activation_13[0][0]
__________________________________________________________________________________________________
dropout_12 (Dropout)            (None, 64, 64, 48)   0           conv2d_13[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 64, 64, 48)   192         dropout_12[0][0]
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 64, 64, 48)   0           batch_normalization_14[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D)              (None, 64, 64, 12)   5196        activation_14[0][0]
__________________________________________________________________________________________________
dropout_13 (Dropout)            (None, 64, 64, 12)   0           conv2d_14[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate)     (None, 64, 64, 111)  0           concatenate_6[0][0]
                                                                 dropout_13[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 64, 64, 111)  444         concatenate_7[0][0]
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 64, 64, 111)  0           batch_normalization_15[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D)              (None, 64, 64, 48)   5376        activation_15[0][0]
__________________________________________________________________________________________________
dropout_14 (Dropout)            (None, 64, 64, 48)   0           conv2d_15[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 64, 64, 48)   192         dropout_14[0][0]
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 64, 64, 48)   0           batch_normalization_16[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D)              (None, 64, 64, 12)   5196        activation_16[0][0]
__________________________________________________________________________________________________
dropout_15 (Dropout)            (None, 64, 64, 12)   0           conv2d_16[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate)     (None, 64, 64, 123)  0           concatenate_7[0][0]
                                                                 dropout_15[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 64, 64, 123)  492         concatenate_8[0][0]
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 64, 64, 123)  0           batch_normalization_17[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D)              (None, 64, 64, 48)   5952        activation_17[0][0]
__________________________________________________________________________________________________
dropout_16 (Dropout)            (None, 64, 64, 48)   0           conv2d_17[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 64, 64, 48)   192         dropout_16[0][0]
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 64, 64, 48)   0           batch_normalization_18[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D)              (None, 64, 64, 12)   5196        activation_18[0][0]
__________________________________________________________________________________________________
dropout_17 (Dropout)            (None, 64, 64, 12)   0           conv2d_18[0][0]
__________________________________________________________________________________________________
concatenate_9 (Concatenate)     (None, 64, 64, 135)  0           concatenate_8[0][0]
                                                                 dropout_17[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 64, 64, 135)  540         concatenate_9[0][0]
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 64, 64, 135)  0           batch_normalization_19[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D)              (None, 64, 64, 48)   6528        activation_19[0][0]
__________________________________________________________________________________________________
dropout_18 (Dropout)            (None, 64, 64, 48)   0           conv2d_19[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 64, 64, 48)   192         dropout_18[0][0]
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 64, 64, 48)   0           batch_normalization_20[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D)              (None, 64, 64, 12)   5196        activation_20[0][0]
__________________________________________________________________________________________________
dropout_19 (Dropout)            (None, 64, 64, 12)   0           conv2d_20[0][0]
__________________________________________________________________________________________________
concatenate_10 (Concatenate)    (None, 64, 64, 147)  0           concatenate_9[0][0]
                                                                 dropout_19[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 64, 64, 147)  588         concatenate_10[0][0]
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 64, 64, 147)  0           batch_normalization_21[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D)              (None, 64, 64, 48)   7104        activation_21[0][0]
__________________________________________________________________________________________________
dropout_20 (Dropout)            (None, 64, 64, 48)   0           conv2d_21[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 64, 64, 48)   192         dropout_20[0][0]
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 64, 64, 48)   0           batch_normalization_22[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D)              (None, 64, 64, 12)   5196        activation_22[0][0]
__________________________________________________________________________________________________
dropout_21 (Dropout)            (None, 64, 64, 12)   0           conv2d_22[0][0]
__________________________________________________________________________________________________
concatenate_11 (Concatenate)    (None, 64, 64, 159)  0           concatenate_10[0][0]
                                                                 dropout_21[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 64, 64, 159)  636         concatenate_11[0][0]
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 64, 64, 159)  0           batch_normalization_23[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D)              (None, 64, 64, 48)   7680        activation_23[0][0]
__________________________________________________________________________________________________
dropout_22 (Dropout)            (None, 64, 64, 48)   0           conv2d_23[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 64, 64, 48)   192         dropout_22[0][0]
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 64, 64, 48)   0           batch_normalization_24[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D)              (None, 64, 64, 12)   5196        activation_24[0][0]
__________________________________________________________________________________________________
dropout_23 (Dropout)            (None, 64, 64, 12)   0           conv2d_24[0][0]
__________________________________________________________________________________________________
concatenate_12 (Concatenate)    (None, 64, 64, 171)  0           concatenate_11[0][0]
                                                                 dropout_23[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 64, 64, 171)  684         concatenate_12[0][0]
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 64, 64, 171)  0           batch_normalization_25[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D)              (None, 64, 64, 48)   8256        activation_25[0][0]
__________________________________________________________________________________________________
dropout_24 (Dropout)            (None, 64, 64, 48)   0           conv2d_25[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 64, 64, 48)   192         dropout_24[0][0]
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 64, 64, 48)   0           batch_normalization_26[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D)              (None, 64, 64, 12)   5196        activation_26[0][0]
__________________________________________________________________________________________________
dropout_25 (Dropout)            (None, 64, 64, 12)   0           conv2d_26[0][0]
__________________________________________________________________________________________________
concatenate_13 (Concatenate)    (None, 64, 64, 183)  0           concatenate_12[0][0]
                                                                 dropout_25[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 64, 64, 183)  732         concatenate_13[0][0]
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 64, 64, 183)  0           batch_normalization_27[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D)              (None, 64, 64, 48)   8832        activation_27[0][0]
__________________________________________________________________________________________________
dropout_26 (Dropout)            (None, 64, 64, 48)   0           conv2d_27[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 64, 64, 48)   192         dropout_26[0][0]
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 64, 64, 48)   0           batch_normalization_28[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D)              (None, 64, 64, 12)   5196        activation_28[0][0]
__________________________________________________________________________________________________
dropout_27 (Dropout)            (None, 64, 64, 12)   0           conv2d_28[0][0]
__________________________________________________________________________________________________
concatenate_14 (Concatenate)    (None, 64, 64, 195)  0           concatenate_13[0][0]
                                                                 dropout_27[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 64, 64, 195)  780         concatenate_14[0][0]
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 64, 64, 195)  0           batch_normalization_29[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D)              (None, 64, 64, 48)   9408        activation_29[0][0]
__________________________________________________________________________________________________
dropout_28 (Dropout)            (None, 64, 64, 48)   0           conv2d_29[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 64, 64, 48)   192         dropout_28[0][0]
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 64, 64, 48)   0           batch_normalization_30[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D)              (None, 64, 64, 12)   5196        activation_30[0][0]
__________________________________________________________________________________________________
dropout_29 (Dropout)            (None, 64, 64, 12)   0           conv2d_30[0][0]
__________________________________________________________________________________________________
concatenate_15 (Concatenate)    (None, 64, 64, 207)  0           concatenate_14[0][0]
                                                                 dropout_29[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 64, 64, 207)  828         concatenate_15[0][0]
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 64, 64, 207)  0           batch_normalization_31[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D)              (None, 64, 64, 48)   9984        activation_31[0][0]
__________________________________________________________________________________________________
dropout_30 (Dropout)            (None, 64, 64, 48)   0           conv2d_31[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 64, 64, 48)   192         dropout_30[0][0]
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 64, 64, 48)   0           batch_normalization_32[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D)              (None, 64, 64, 12)   5196        activation_32[0][0]
__________________________________________________________________________________________________
dropout_31 (Dropout)            (None, 64, 64, 12)   0           conv2d_32[0][0]
__________________________________________________________________________________________________
concatenate_16 (Concatenate)    (None, 64, 64, 219)  0           concatenate_15[0][0]
                                                                 dropout_31[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 64, 64, 219)  876         concatenate_16[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D)              (None, 64, 64, 108)  23760       batch_normalization_33[0][0]
__________________________________________________________________________________________________
dropout_32 (Dropout)            (None, 64, 64, 108)  0           conv2d_33[0][0]
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 32, 32, 108)  0           dropout_32[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 32, 32, 108)  432         average_pooling2d[0][0]
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 32, 32, 108)  0           batch_normalization_34[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D)              (None, 32, 32, 48)   5232        activation_33[0][0]
__________________________________________________________________________________________________
dropout_33 (Dropout)            (None, 32, 32, 48)   0           conv2d_34[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 32, 32, 48)   192         dropout_33[0][0]
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 32, 32, 48)   0           batch_normalization_35[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D)              (None, 32, 32, 12)   5196        activation_34[0][0]
__________________________________________________________________________________________________
dropout_34 (Dropout)            (None, 32, 32, 12)   0           conv2d_35[0][0]
__________________________________________________________________________________________________
concatenate_17 (Concatenate)    (None, 32, 32, 120)  0           average_pooling2d[0][0]
                                                                 dropout_34[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 32, 32, 120)  480         concatenate_17[0][0]
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 32, 32, 120)  0           batch_normalization_36[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D)              (None, 32, 32, 48)   5808        activation_35[0][0]
__________________________________________________________________________________________________
dropout_35 (Dropout)            (None, 32, 32, 48)   0           conv2d_36[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 32, 32, 48)   192         dropout_35[0][0]
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 32, 32, 48)   0           batch_normalization_37[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D)              (None, 32, 32, 12)   5196        activation_36[0][0]
__________________________________________________________________________________________________
dropout_36 (Dropout)            (None, 32, 32, 12)   0           conv2d_37[0][0]
__________________________________________________________________________________________________
concatenate_18 (Concatenate)    (None, 32, 32, 132)  0           concatenate_17[0][0]
                                                                 dropout_36[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 32, 32, 132)  528         concatenate_18[0][0]
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 32, 32, 132)  0           batch_normalization_38[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D)              (None, 32, 32, 48)   6384        activation_37[0][0]
__________________________________________________________________________________________________
dropout_37 (Dropout)            (None, 32, 32, 48)   0           conv2d_38[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 32, 32, 48)   192         dropout_37[0][0]
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 32, 32, 48)   0           batch_normalization_39[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D)              (None, 32, 32, 12)   5196        activation_38[0][0]
__________________________________________________________________________________________________
dropout_38 (Dropout)            (None, 32, 32, 12)   0           conv2d_39[0][0]
__________________________________________________________________________________________________
concatenate_19 (Concatenate)    (None, 32, 32, 144)  0           concatenate_18[0][0]
                                                                 dropout_38[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 32, 32, 144)  576         concatenate_19[0][0]
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 32, 32, 144)  0           batch_normalization_40[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D)              (None, 32, 32, 48)   6960        activation_39[0][0]
__________________________________________________________________________________________________
dropout_39 (Dropout)            (None, 32, 32, 48)   0           conv2d_40[0][0]
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 32, 32, 48)   192         dropout_39[0][0]
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 32, 32, 48)   0           batch_normalization_41[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D)              (None, 32, 32, 12)   5196        activation_40[0][0]
__________________________________________________________________________________________________
dropout_40 (Dropout)            (None, 32, 32, 12)   0           conv2d_41[0][0]
__________________________________________________________________________________________________
concatenate_20 (Concatenate)    (None, 32, 32, 156)  0           concatenate_19[0][0]
                                                                 dropout_40[0][0]
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 32, 32, 156)  624         concatenate_20[0][0]
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 32, 32, 156)  0           batch_normalization_42[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D)              (None, 32, 32, 48)   7536        activation_41[0][0]
__________________________________________________________________________________________________
dropout_41 (Dropout)            (None, 32, 32, 48)   0           conv2d_42[0][0]
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 32, 32, 48)   192         dropout_41[0][0]
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 32, 32, 48)   0           batch_normalization_43[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D)              (None, 32, 32, 12)   5196        activation_42[0][0]
__________________________________________________________________________________________________
dropout_42 (Dropout)            (None, 32, 32, 12)   0           conv2d_43[0][0]
__________________________________________________________________________________________________
concatenate_21 (Concatenate)    (None, 32, 32, 168)  0           concatenate_20[0][0]
                                                                 dropout_42[0][0]
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 32, 32, 168)  672         concatenate_21[0][0]
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 32, 32, 168)  0           batch_normalization_44[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D)              (None, 32, 32, 48)   8112        activation_43[0][0]
__________________________________________________________________________________________________
dropout_43 (Dropout)            (None, 32, 32, 48)   0           conv2d_44[0][0]
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 32, 32, 48)   192         dropout_43[0][0]
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 32, 32, 48)   0           batch_normalization_45[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D)              (None, 32, 32, 12)   5196        activation_44[0][0]
__________________________________________________________________________________________________
dropout_44 (Dropout)            (None, 32, 32, 12)   0           conv2d_45[0][0]
__________________________________________________________________________________________________
concatenate_22 (Concatenate)    (None, 32, 32, 180)  0           concatenate_21[0][0]
                                                                 dropout_44[0][0]
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 32, 32, 180)  720         concatenate_22[0][0]
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 32, 32, 180)  0           batch_normalization_46[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D)              (None, 32, 32, 48)   8688        activation_45[0][0]
__________________________________________________________________________________________________
dropout_45 (Dropout)            (None, 32, 32, 48)   0           conv2d_46[0][0]
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 32, 32, 48)   192         dropout_45[0][0]
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 32, 32, 48)   0           batch_normalization_47[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D)              (None, 32, 32, 12)   5196        activation_46[0][0]
__________________________________________________________________________________________________
dropout_46 (Dropout)            (None, 32, 32, 12)   0           conv2d_47[0][0]
__________________________________________________________________________________________________
concatenate_23 (Concatenate)    (None, 32, 32, 192)  0           concatenate_22[0][0]
                                                                 dropout_46[0][0]
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 32, 32, 192)  768         concatenate_23[0][0]
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 32, 32, 192)  0           batch_normalization_48[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D)              (None, 32, 32, 48)   9264        activation_47[0][0]
__________________________________________________________________________________________________
dropout_47 (Dropout)            (None, 32, 32, 48)   0           conv2d_48[0][0]
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 32, 32, 48)   192         dropout_47[0][0]
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 32, 32, 48)   0           batch_normalization_49[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D)              (None, 32, 32, 12)   5196        activation_48[0][0]
__________________________________________________________________________________________________
dropout_48 (Dropout)            (None, 32, 32, 12)   0           conv2d_49[0][0]
__________________________________________________________________________________________________
concatenate_24 (Concatenate)    (None, 32, 32, 204)  0           concatenate_23[0][0]
                                                                 dropout_48[0][0]
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 32, 32, 204)  816         concatenate_24[0][0]
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 32, 32, 204)  0           batch_normalization_50[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D)              (None, 32, 32, 48)   9840        activation_49[0][0]
__________________________________________________________________________________________________
dropout_49 (Dropout)            (None, 32, 32, 48)   0           conv2d_50[0][0]
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 32, 32, 48)   192         dropout_49[0][0]
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 32, 32, 48)   0           batch_normalization_51[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D)              (None, 32, 32, 12)   5196        activation_50[0][0]
__________________________________________________________________________________________________
dropout_50 (Dropout)            (None, 32, 32, 12)   0           conv2d_51[0][0]
__________________________________________________________________________________________________
concatenate_25 (Concatenate)    (None, 32, 32, 216)  0           concatenate_24[0][0]
                                                                 dropout_50[0][0]
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 32, 32, 216)  864         concatenate_25[0][0]
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 32, 32, 216)  0           batch_normalization_52[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D)              (None, 32, 32, 48)   10416       activation_51[0][0]
__________________________________________________________________________________________________
dropout_51 (Dropout)            (None, 32, 32, 48)   0           conv2d_52[0][0]
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 32, 32, 48)   192         dropout_51[0][0]
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 32, 32, 48)   0           batch_normalization_53[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D)              (None, 32, 32, 12)   5196        activation_52[0][0]
__________________________________________________________________________________________________
dropout_52 (Dropout)            (None, 32, 32, 12)   0           conv2d_53[0][0]
__________________________________________________________________________________________________
concatenate_26 (Concatenate)    (None, 32, 32, 228)  0           concatenate_25[0][0]
                                                                 dropout_52[0][0]
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 32, 32, 228)  912         concatenate_26[0][0]
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 32, 32, 228)  0           batch_normalization_54[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D)              (None, 32, 32, 48)   10992       activation_53[0][0]
__________________________________________________________________________________________________
dropout_53 (Dropout)            (None, 32, 32, 48)   0           conv2d_54[0][0]
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 32, 32, 48)   192         dropout_53[0][0]
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 32, 32, 48)   0           batch_normalization_55[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D)              (None, 32, 32, 12)   5196        activation_54[0][0]
__________________________________________________________________________________________________
dropout_54 (Dropout)            (None, 32, 32, 12)   0           conv2d_55[0][0]
__________________________________________________________________________________________________
concatenate_27 (Concatenate)    (None, 32, 32, 240)  0           concatenate_26[0][0]
                                                                 dropout_54[0][0]
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 32, 32, 240)  960         concatenate_27[0][0]
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 32, 32, 240)  0           batch_normalization_56[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D)              (None, 32, 32, 48)   11568       activation_55[0][0]
__________________________________________________________________________________________________
dropout_55 (Dropout)            (None, 32, 32, 48)   0           conv2d_56[0][0]
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 32, 32, 48)   192         dropout_55[0][0]
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 32, 32, 48)   0           batch_normalization_57[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D)              (None, 32, 32, 12)   5196        activation_56[0][0]
__________________________________________________________________________________________________
dropout_56 (Dropout)            (None, 32, 32, 12)   0           conv2d_57[0][0]
__________________________________________________________________________________________________
concatenate_28 (Concatenate)    (None, 32, 32, 252)  0           concatenate_27[0][0]
                                                                 dropout_56[0][0]
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 32, 32, 252)  1008        concatenate_28[0][0]
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 32, 32, 252)  0           batch_normalization_58[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D)              (None, 32, 32, 48)   12144       activation_57[0][0]
__________________________________________________________________________________________________
dropout_57 (Dropout)            (None, 32, 32, 48)   0           conv2d_58[0][0]
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 32, 32, 48)   192         dropout_57[0][0]
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 32, 32, 48)   0           batch_normalization_59[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D)              (None, 32, 32, 12)   5196        activation_58[0][0]
__________________________________________________________________________________________________
dropout_58 (Dropout)            (None, 32, 32, 12)   0           conv2d_59[0][0]
__________________________________________________________________________________________________
concatenate_29 (Concatenate)    (None, 32, 32, 264)  0           concatenate_28[0][0]
                                                                 dropout_58[0][0]
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 32, 32, 264)  1056        concatenate_29[0][0]
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 32, 32, 264)  0           batch_normalization_60[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D)              (None, 32, 32, 48)   12720       activation_59[0][0]
__________________________________________________________________________________________________
dropout_59 (Dropout)            (None, 32, 32, 48)   0           conv2d_60[0][0]
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 32, 32, 48)   192         dropout_59[0][0]
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 32, 32, 48)   0           batch_normalization_61[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D)              (None, 32, 32, 12)   5196        activation_60[0][0]
__________________________________________________________________________________________________
dropout_60 (Dropout)            (None, 32, 32, 12)   0           conv2d_61[0][0]
__________________________________________________________________________________________________
concatenate_30 (Concatenate)    (None, 32, 32, 276)  0           concatenate_29[0][0]
                                                                 dropout_60[0][0]
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 32, 32, 276)  1104        concatenate_30[0][0]
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 32, 32, 276)  0           batch_normalization_62[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D)              (None, 32, 32, 48)   13296       activation_61[0][0]
__________________________________________________________________________________________________
dropout_61 (Dropout)            (None, 32, 32, 48)   0           conv2d_62[0][0]
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 32, 32, 48)   192         dropout_61[0][0]
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 32, 32, 48)   0           batch_normalization_63[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D)              (None, 32, 32, 12)   5196        activation_62[0][0]
__________________________________________________________________________________________________
dropout_62 (Dropout)            (None, 32, 32, 12)   0           conv2d_63[0][0]
__________________________________________________________________________________________________
concatenate_31 (Concatenate)    (None, 32, 32, 288)  0           concatenate_30[0][0]
                                                                 dropout_62[0][0]
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 32, 32, 288)  1152        concatenate_31[0][0]
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 32, 32, 288)  0           batch_normalization_64[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D)              (None, 32, 32, 48)   13872       activation_63[0][0]
__________________________________________________________________________________________________
dropout_63 (Dropout)            (None, 32, 32, 48)   0           conv2d_64[0][0]
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 32, 32, 48)   192         dropout_63[0][0]
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 32, 32, 48)   0           batch_normalization_65[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D)              (None, 32, 32, 12)   5196        activation_64[0][0]
__________________________________________________________________________________________________
dropout_64 (Dropout)            (None, 32, 32, 12)   0           conv2d_65[0][0]
__________________________________________________________________________________________________
concatenate_32 (Concatenate)    (None, 32, 32, 300)  0           concatenate_31[0][0]
                                                                 dropout_64[0][0]
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 32, 32, 300)  1200        concatenate_32[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D)              (None, 32, 32, 150)  45150       batch_normalization_66[0][0]
__________________________________________________________________________________________________
dropout_65 (Dropout)            (None, 32, 32, 150)  0           conv2d_66[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 16, 16, 150)  0           dropout_65[0][0]
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 16, 16, 150)  600         average_pooling2d_1[0][0]
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 16, 16, 150)  0           batch_normalization_67[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D)              (None, 16, 16, 48)   7248        activation_65[0][0]
__________________________________________________________________________________________________
dropout_66 (Dropout)            (None, 16, 16, 48)   0           conv2d_67[0][0]
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 16, 16, 48)   192         dropout_66[0][0]
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 16, 16, 48)   0           batch_normalization_68[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D)              (None, 16, 16, 12)   5196        activation_66[0][0]
__________________________________________________________________________________________________
dropout_67 (Dropout)            (None, 16, 16, 12)   0           conv2d_68[0][0]
__________________________________________________________________________________________________
concatenate_33 (Concatenate)    (None, 16, 16, 162)  0           average_pooling2d_1[0][0]
                                                                 dropout_67[0][0]
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 16, 16, 162)  648         concatenate_33[0][0]
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 16, 16, 162)  0           batch_normalization_69[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D)              (None, 16, 16, 48)   7824        activation_67[0][0]
__________________________________________________________________________________________________
dropout_68 (Dropout)            (None, 16, 16, 48)   0           conv2d_69[0][0]
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 16, 16, 48)   192         dropout_68[0][0]
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 16, 16, 48)   0           batch_normalization_70[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D)              (None, 16, 16, 12)   5196        activation_68[0][0]
__________________________________________________________________________________________________
dropout_69 (Dropout)            (None, 16, 16, 12)   0           conv2d_70[0][0]
__________________________________________________________________________________________________
concatenate_34 (Concatenate)    (None, 16, 16, 174)  0           concatenate_33[0][0]
                                                                 dropout_69[0][0]
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 16, 16, 174)  696         concatenate_34[0][0]
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 16, 16, 174)  0           batch_normalization_71[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D)              (None, 16, 16, 48)   8400        activation_69[0][0]
__________________________________________________________________________________________________
dropout_70 (Dropout)            (None, 16, 16, 48)   0           conv2d_71[0][0]
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 16, 16, 48)   192         dropout_70[0][0]
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 16, 16, 48)   0           batch_normalization_72[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D)              (None, 16, 16, 12)   5196        activation_70[0][0]
__________________________________________________________________________________________________
dropout_71 (Dropout)            (None, 16, 16, 12)   0           conv2d_72[0][0]
__________________________________________________________________________________________________
concatenate_35 (Concatenate)    (None, 16, 16, 186)  0           concatenate_34[0][0]
                                                                 dropout_71[0][0]
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 16, 16, 186)  744         concatenate_35[0][0]
__________________________________________________________________________________________________
activation_71 (Activation)      (None, 16, 16, 186)  0           batch_normalization_73[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D)              (None, 16, 16, 48)   8976        activation_71[0][0]
__________________________________________________________________________________________________
dropout_72 (Dropout)            (None, 16, 16, 48)   0           conv2d_73[0][0]
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 16, 16, 48)   192         dropout_72[0][0]
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 16, 16, 48)   0           batch_normalization_74[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D)              (None, 16, 16, 12)   5196        activation_72[0][0]
__________________________________________________________________________________________________
dropout_73 (Dropout)            (None, 16, 16, 12)   0           conv2d_74[0][0]
__________________________________________________________________________________________________
concatenate_36 (Concatenate)    (None, 16, 16, 198)  0           concatenate_35[0][0]
                                                                 dropout_73[0][0]
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 16, 16, 198)  792         concatenate_36[0][0]
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 16, 16, 198)  0           batch_normalization_75[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D)              (None, 16, 16, 48)   9552        activation_73[0][0]
__________________________________________________________________________________________________
dropout_74 (Dropout)            (None, 16, 16, 48)   0           conv2d_75[0][0]
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 16, 16, 48)   192         dropout_74[0][0]
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 16, 16, 48)   0           batch_normalization_76[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D)              (None, 16, 16, 12)   5196        activation_74[0][0]
__________________________________________________________________________________________________
dropout_75 (Dropout)            (None, 16, 16, 12)   0           conv2d_76[0][0]
__________________________________________________________________________________________________
concatenate_37 (Concatenate)    (None, 16, 16, 210)  0           concatenate_36[0][0]
                                                                 dropout_75[0][0]
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 16, 16, 210)  840         concatenate_37[0][0]
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 16, 16, 210)  0           batch_normalization_77[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D)              (None, 16, 16, 48)   10128       activation_75[0][0]
__________________________________________________________________________________________________
dropout_76 (Dropout)            (None, 16, 16, 48)   0           conv2d_77[0][0]
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 16, 16, 48)   192         dropout_76[0][0]
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 16, 16, 48)   0           batch_normalization_78[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D)              (None, 16, 16, 12)   5196        activation_76[0][0]
__________________________________________________________________________________________________
dropout_77 (Dropout)            (None, 16, 16, 12)   0           conv2d_78[0][0]
__________________________________________________________________________________________________
concatenate_38 (Concatenate)    (None, 16, 16, 222)  0           concatenate_37[0][0]
                                                                 dropout_77[0][0]
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 16, 16, 222)  888         concatenate_38[0][0]
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 16, 16, 222)  0           batch_normalization_79[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D)              (None, 16, 16, 48)   10704       activation_77[0][0]
__________________________________________________________________________________________________
dropout_78 (Dropout)            (None, 16, 16, 48)   0           conv2d_79[0][0]
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 16, 16, 48)   192         dropout_78[0][0]
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 16, 16, 48)   0           batch_normalization_80[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D)              (None, 16, 16, 12)   5196        activation_78[0][0]
__________________________________________________________________________________________________
dropout_79 (Dropout)            (None, 16, 16, 12)   0           conv2d_80[0][0]
__________________________________________________________________________________________________
concatenate_39 (Concatenate)    (None, 16, 16, 234)  0           concatenate_38[0][0]
                                                                 dropout_79[0][0]
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 16, 16, 234)  936         concatenate_39[0][0]
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 16, 16, 234)  0           batch_normalization_81[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D)              (None, 16, 16, 48)   11280       activation_79[0][0]
__________________________________________________________________________________________________
dropout_80 (Dropout)            (None, 16, 16, 48)   0           conv2d_81[0][0]
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 16, 16, 48)   192         dropout_80[0][0]
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 16, 16, 48)   0           batch_normalization_82[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D)              (None, 16, 16, 12)   5196        activation_80[0][0]
__________________________________________________________________________________________________
dropout_81 (Dropout)            (None, 16, 16, 12)   0           conv2d_82[0][0]
__________________________________________________________________________________________________
concatenate_40 (Concatenate)    (None, 16, 16, 246)  0           concatenate_39[0][0]
                                                                 dropout_81[0][0]
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 16, 16, 246)  984         concatenate_40[0][0]
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 16, 16, 246)  0           batch_normalization_83[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D)              (None, 16, 16, 48)   11856       activation_81[0][0]
__________________________________________________________________________________________________
dropout_82 (Dropout)            (None, 16, 16, 48)   0           conv2d_83[0][0]
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 16, 16, 48)   192         dropout_82[0][0]
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 16, 16, 48)   0           batch_normalization_84[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D)              (None, 16, 16, 12)   5196        activation_82[0][0]
__________________________________________________________________________________________________
dropout_83 (Dropout)            (None, 16, 16, 12)   0           conv2d_84[0][0]
__________________________________________________________________________________________________
concatenate_41 (Concatenate)    (None, 16, 16, 258)  0           concatenate_40[0][0]
                                                                 dropout_83[0][0]
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 16, 16, 258)  1032        concatenate_41[0][0]
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 16, 16, 258)  0           batch_normalization_85[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D)              (None, 16, 16, 48)   12432       activation_83[0][0]
__________________________________________________________________________________________________
dropout_84 (Dropout)            (None, 16, 16, 48)   0           conv2d_85[0][0]
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 16, 16, 48)   192         dropout_84[0][0]
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 16, 16, 48)   0           batch_normalization_86[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D)              (None, 16, 16, 12)   5196        activation_84[0][0]
__________________________________________________________________________________________________
dropout_85 (Dropout)            (None, 16, 16, 12)   0           conv2d_86[0][0]
__________________________________________________________________________________________________
concatenate_42 (Concatenate)    (None, 16, 16, 270)  0           concatenate_41[0][0]
                                                                 dropout_85[0][0]
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 16, 16, 270)  1080        concatenate_42[0][0]
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 16, 16, 270)  0           batch_normalization_87[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D)              (None, 16, 16, 48)   13008       activation_85[0][0]
__________________________________________________________________________________________________
dropout_86 (Dropout)            (None, 16, 16, 48)   0           conv2d_87[0][0]
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 16, 16, 48)   192         dropout_86[0][0]
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 16, 16, 48)   0           batch_normalization_88[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D)              (None, 16, 16, 12)   5196        activation_86[0][0]
__________________________________________________________________________________________________
dropout_87 (Dropout)            (None, 16, 16, 12)   0           conv2d_88[0][0]
__________________________________________________________________________________________________
concatenate_43 (Concatenate)    (None, 16, 16, 282)  0           concatenate_42[0][0]
                                                                 dropout_87[0][0]
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 16, 16, 282)  1128        concatenate_43[0][0]
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 16, 16, 282)  0           batch_normalization_89[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D)              (None, 16, 16, 48)   13584       activation_87[0][0]
__________________________________________________________________________________________________
dropout_88 (Dropout)            (None, 16, 16, 48)   0           conv2d_89[0][0]
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 16, 16, 48)   192         dropout_88[0][0]
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 16, 16, 48)   0           batch_normalization_90[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D)              (None, 16, 16, 12)   5196        activation_88[0][0]
__________________________________________________________________________________________________
dropout_89 (Dropout)            (None, 16, 16, 12)   0           conv2d_90[0][0]
__________________________________________________________________________________________________
concatenate_44 (Concatenate)    (None, 16, 16, 294)  0           concatenate_43[0][0]
                                                                 dropout_89[0][0]
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 16, 16, 294)  1176        concatenate_44[0][0]
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 16, 16, 294)  0           batch_normalization_91[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D)              (None, 16, 16, 48)   14160       activation_89[0][0]
__________________________________________________________________________________________________
dropout_90 (Dropout)            (None, 16, 16, 48)   0           conv2d_91[0][0]
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 16, 16, 48)   192         dropout_90[0][0]
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 16, 16, 48)   0           batch_normalization_92[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D)              (None, 16, 16, 12)   5196        activation_90[0][0]
__________________________________________________________________________________________________
dropout_91 (Dropout)            (None, 16, 16, 12)   0           conv2d_92[0][0]
__________________________________________________________________________________________________
concatenate_45 (Concatenate)    (None, 16, 16, 306)  0           concatenate_44[0][0]
                                                                 dropout_91[0][0]
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 16, 16, 306)  1224        concatenate_45[0][0]
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 16, 16, 306)  0           batch_normalization_93[0][0]
__________________________________________________________________________________________________
conv2d_93 (Conv2D)              (None, 16, 16, 48)   14736       activation_91[0][0]
__________________________________________________________________________________________________
dropout_92 (Dropout)            (None, 16, 16, 48)   0           conv2d_93[0][0]
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 16, 16, 48)   192         dropout_92[0][0]
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 16, 16, 48)   0           batch_normalization_94[0][0]
__________________________________________________________________________________________________
conv2d_94 (Conv2D)              (None, 16, 16, 12)   5196        activation_92[0][0]
__________________________________________________________________________________________________
dropout_93 (Dropout)            (None, 16, 16, 12)   0           conv2d_94[0][0]
__________________________________________________________________________________________________
concatenate_46 (Concatenate)    (None, 16, 16, 318)  0           concatenate_45[0][0]
                                                                 dropout_93[0][0]
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 16, 16, 318)  1272        concatenate_46[0][0]
__________________________________________________________________________________________________
activation_93 (Activation)      (None, 16, 16, 318)  0           batch_normalization_95[0][0]
__________________________________________________________________________________________________
conv2d_95 (Conv2D)              (None, 16, 16, 48)   15312       activation_93[0][0]
__________________________________________________________________________________________________
dropout_94 (Dropout)            (None, 16, 16, 48)   0           conv2d_95[0][0]
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 16, 16, 48)   192         dropout_94[0][0]
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 16, 16, 48)   0           batch_normalization_96[0][0]
__________________________________________________________________________________________________
conv2d_96 (Conv2D)              (None, 16, 16, 12)   5196        activation_94[0][0]
__________________________________________________________________________________________________
dropout_95 (Dropout)            (None, 16, 16, 12)   0           conv2d_96[0][0]
__________________________________________________________________________________________________
concatenate_47 (Concatenate)    (None, 16, 16, 330)  0           concatenate_46[0][0]
                                                                 dropout_95[0][0]
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 16, 16, 330)  1320        concatenate_47[0][0]
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 16, 16, 330)  0           batch_normalization_97[0][0]
__________________________________________________________________________________________________
conv2d_97 (Conv2D)              (None, 16, 16, 48)   15888       activation_95[0][0]
__________________________________________________________________________________________________
dropout_96 (Dropout)            (None, 16, 16, 48)   0           conv2d_97[0][0]
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 16, 16, 48)   192         dropout_96[0][0]
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 16, 16, 48)   0           batch_normalization_98[0][0]
__________________________________________________________________________________________________
conv2d_98 (Conv2D)              (None, 16, 16, 12)   5196        activation_96[0][0]
__________________________________________________________________________________________________
dropout_97 (Dropout)            (None, 16, 16, 12)   0           conv2d_98[0][0]
__________________________________________________________________________________________________
concatenate_48 (Concatenate)    (None, 16, 16, 342)  0           concatenate_47[0][0]
                                                                 dropout_97[0][0]
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 2, 2, 342)    0           concatenate_48[0][0]
__________________________________________________________________________________________________
flatten (Flatten)               (None, 1368)         0           average_pooling2d_2[0][0]
__________________________________________________________________________________________________
dense (Dense)                   (None, 3)            4107        flatten[0][0]
==================================================================================================
Total params: 798,465
Trainable params: 775,053
Non-trainable params: 23,412
__________________________________________________________________________________________________