Table 1 Comparison of inference times for individual network modules in nNPipe.

From: nNPipe: a neural network pipeline for automated analysis of morphologically diverse catalyst systems

 

Au/Ge

Pd/C

Experimental images

93

96

YOLOv5x inference time

16.72 s (0.03 simage−1)

19.42 s (0.03 simage−1)

SegNet inference + post-processing time

108.80 s (1.17 simage−1)

280.92 s (2.93 simage1)

Total analysis time

125.25 s (1.35 simage1)

300.34 s (3.13 simage1)