Before revision:  However, many methods for creating these maps fail due to  focusing too much on the input or being extremely sensitive to small input noise .
After revision:  However, many methods for creating these maps fail due to DNNs being sensitive to input noise, or by focusing too much on the input or being extremely sensitive to small input noise .