Table 4 Experimental results of ablation of Parcel box Dataset by the model.
From: Research on dimension measurement algorithm for parcel boxes in high-speed sorting system
Group | Method | P (%) | R (%) | F1 (%) | mAP50 (%) |
|---|---|---|---|---|---|
Backbone | E-ViT | 96.7 | 97.5 | 97.1 | 98.4 |
ES-ViT (Ours) | 99.39 (+ 2.6) | 98.4 (+ 0.9) | 98.8 (+ 1.7) | 99.5 (+ 1.1) | |
Neck | None | 93 | 86.4 | 89.6 | 95.4 |
C2f | 95.5 (+ 2.5) | 91.4 (+ 5) | 93.4 (+ 3.8) | 97.2 (+ 1.8) | |
C2f-GCC (Ours) | 99.3 (+ 6.3) | 98.4 (+ 12) | 98.8 (+ 9.2) | 99.5 (+ 4.1) |
