The problem was with the tf.reshape. Instead I replaced it with pd_input = Reshape((2, 2, 256))(p_encoder). Finally I got the desired output which is same as input (265, 256, 3).
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Answer by Ali Raza Memon for How to design n-dimensional feature descriptor similar as the input image?
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