tensorflow


How to perform convolution separately on the input channels?


Is it possible to perform convolution on the input channels separately? As there are two input channels having depth 2. If I set filter as[2,2,1,1] it gives me error. Then how can I perform convolution separately on the two input channels?
input = tf.Variable(tf.random_normal([1,4,4,2]))
filter = tf.Variable(tf.random_normal([2,2,2,1]))
op = tf.nn.conv2d(input, filter, strides=[1, 2, 2, 1], padding='SAME')

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