I am not dealing with Images. I am dealing with text.
25000 are the number of sentences. I have converted each sentence into 100 dimensional vector using doc2vec algorithm.
Then I reshaped every vector into 10*10 tensor. Hence  (25000,10,10). Therefore 1st CNN layer has a input_channel value 10. Then I consider a batch size of 25.