@ptrblck sorry for the late reply
i actually use the CNN for the natural language processing task,  i am not sure which one i should use to encode the sentence, (Yoon Kim 2014) convolute one sentence by setting the in_channel to be 1 ,  and i guess cnn for image-related task will have multi in_channel, right ?