Before revision:  This will make such methods feasible on resource limited platforms such as robots, cell phones and low cost industrial devices. This will also significantly help them work in extremely data intensive applications such as satellite image processing. All without sacrificing accuracy. Our method is generally straight forward and should be applicable to the most commonly used CNNs. We also show examples of our method used to enhance Grad-CAM++ .
After revision:  This will make such methods feasible on resource limited platforms such as robots, cell phones , low-cost industrial devices, astronomy and satellite imagery .