Table 3 Experimental results of ablation of African Wildlife dataset by the model. (B): Backbone group, (N): Neck group, (\(\pm x\)) is the change of model detection performance of backbone group, and (\(\pm x\)) is the change of model detection performance of neck group.
From: Research on dimension measurement algorithm for parcel boxes in high-speed sorting system
Method | Classes | P (%) | R (%) | mAP50 (%) | mAP50-95 (%) |
|---|---|---|---|---|---|
E-ViT (B) | All | 63 | 60 | 66 | 47.7 |
None (N) | All | 80.5 | 75 | 84.1 | 64.5 |
C2f (N) | All | 89.3 | 74.6 | 87 | 68.1 |
Ours (+ ES-ViT) (+ C2f-GCC) | All | 90.2 | 78.5 | 89.8 | 71.1 |
Buffalo | 96.6 | 65.3 | 83.1 | 65.4 | |
Elephant | 79.8 | 82.9 | 89.6 | 65.9 | |
Rhino | 86.7 | 85 | 92.2 | 77.2 | |
Zebra | 97.6 | 80.7 | 94.2 | 76.1 | |
Improvement | All | (+ 33.3) | (+ 18.5) | (+ 23.8) | (+ 23.4) |
(+ 9.7) | (+ 3.5) | (+ 5.7) | (+ 6.6) |
