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expected input to have 4 dimensions, but got array with shape

I have this error

Error when checking input: expected input_13 to have 4 dimensions, but got array with shape (7, 100, 100)

For the following code how should I reshape array to fit with 4-dimensions, I searched for it but didn't understand the previous solutions. Please ask if not clear its very common issue in convolution neural network.

inputs=Input(shape=(100,100,1))

x=Conv2D(16,(3,3), padding='same')(inputs)
x=Activation('relu')(x)
x=Conv2D(8,(3,3))(x)
x=Activation('relu')(x)
x=MaxPooling2D(pool_size=(2,2))(x)
x=Dropout(0.2)(x)
x=Dense(num_classes)(x)
x=Activation('softmax')(x)
output=Activation('softmax')(x)
model=Model([inputs], output)
like image 965
user3768070 Avatar asked Feb 14 '18 18:02

user3768070


1 Answers

If x is your data array you should simply apply the following transformation:

x = x.reshape((-1, 100, 100, 1))
like image 124
Marcin Możejko Avatar answered Nov 09 '22 04:11

Marcin Możejko