Table 5 Experimental results of ablation of Parcel box Dataset by the model under TIDE index.

From: Research on dimension measurement algorithm for parcel boxes in high-speed sorting system

Group

Method

\(E_{loc} \downarrow\)

\(E_{dupe} \downarrow\)

\(E_{bkg} \downarrow\)

\(E_{FP} \downarrow\)

Backbone

E-ViT

0.04

0.01

0.68

2.05

ES-ViT (Ours)

0.04

0.01

0 (-0.68)

0.05 (− 2.0)

Neck

None

0.78

0.22

2.06

4.10

C2f

1.44 (+ 0.66)

0.01 (− 0.21)

1.01 (− 1.05)

1.48 (− 2.62)

C2f-GCC (Ours)

0.04 (− 0.78)

0.01 (− 0.21)

0 (− 2.06)

0.05 (− 4.05)

  1. Significant values are in bold.