Research Article
Little-YOLOv4: A Lightweight Pedestrian Detection Network Based on YOLOv4 and GhostNet
Table 4
Ablation study on the people dataset.
| | GhostNet | Improved PANet | DO-DConv | DSC | SENet | mAP (%) | FPS |
| | 1 (YOLOv4) | — | — | — | — | — | 87.27 | 48 | | 2 | + | — | — | — | — | 86.28 | 76 | | 3 | — | + | — | — | — | 88.40 | 46 | | 4 | — | — | + | — | — | 87.58 | 48 | | 5 | — | — | — | + | — | 86.51 | 63 | | 6 | — | — | — | — | + | 91.29 | 45 | | 7 | + | + | — | — | — | 87.68 | 74 | | 8 | + | + | + | — | — | 87.64 | 74 | | 9 | + | + | + | + | — | 87.41 | 85 | | 10 (Little-YOLOv4) | + | + | + | + | + | 90.11 | 79 |
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