Fig. 4: Application of CNN model to electrode materials with additives.

a Prediction accuracies on SEM images of electrode materials with additives under various conditions. b Examples and grad-CAM overlays of electrodes containing 2 wt% vinylene carbonate (VC) + 1 wt% 1,3-propane sultone (PS) additives.