Table 7 The influence of different loss function combinations on the performance of model parcel box detection under TIDE index.
From: Research on dimension measurement algorithm for parcel boxes in high-speed sorting system
Method | Loss | \(E_{loc} \downarrow\) | \(E_{dupe} \downarrow\) | \(E_{bkg} \downarrow\) | \(E_{FP} \downarrow\) |
|---|---|---|---|---|---|
EIoU | FocalLoss | 3.44 | 0.04 | 0.08 | 0.95 |
VarifocalLoss | 1.31 | 0.12 | 0.16 | 1.45 | |
BCELoss | 2.75 | 0.07 | 1.35 | 2.01 | |
SIoU | FocalLoss | 3.09 | 0.43 | 1.42 | 5.28 |
VarifocalLoss | 0.09 | 0.33 | 0.20 | 1.38 | |
BCELoss | 0.08 | 0.04 | 1.12 | 1.45 | |
CIoU | FocalLoss | 0.63 | 0.23 | 0.56 | 1.67 |
VarifocalLoss | 2.91 | 0.46 | 2.03 | 9.19 | |
BCELoss (Ours) | 0.04 | 0.01 | 0 | 0.05 |
