A probe-feature for specific emitter identification using axiom-based grad-CAM

•SEI feature with conspicuous extra-class differences and improved recognition accuracy, especially with scanty training samples.•XGrad-CAM, an interpretable visualization of CNNs, is firstly performed to extract radio fingerprints of SEI signals.•Some insights into the interpretation of CNN models according to two axioms: sensitivity and conservation.