Box plots for the relative (a and b) and absolute (c and d) percentage error made on the beginning times (a and c) and ending times (b and d) made by SPODIfY, ResUnet++ and the threshold-based methods on their respective detected ICMEs (red boxes) and SIRs (blue boxes). The boxes are displayed between the 25th and the 75th percentiles and the whiskers between the 5th and 95th percentiles. For each box, the solid black line indicate the median while the black dashed line indicate the mean.