@ImgPrcSng: Thanks a lot for answering my question. I almost lost my hope that I get the answer to this simple question. But can you suggest me some literature on this difference between  “Spatial output vs Channel Output”. Also, how to implement spatial method in pytorch. I’m coming from tensorflow world. So I can relate things with that world much more comfortably.
Thank you!