Thanks a lot for the reply. The resolution of the original input image tensor is  [1,3,3840,1920] but still after conv_seqn I am getting [1,128,120,120] instead of [1, 128, 120, 60]. Is there any other reasons for not getting the rectangular tensor properly through the convolution block?