藏区高原典型环境地形目标的轻量化检测模型
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雒伟群,陆敬蔚,吴佳缔,梁钰迎,申传鹏,朱睿
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Lightweight detection model for typical environmental terrain target in Tibetan Plateau
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Weiqun LUO,Jingwei LU,Jiadi WU,Yuying LIANG,Chuanpeng SHEN,Rui ZHU
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| 表 2 在FOD数据集上进行的模型对比实验 |
| Tab.2 Model comparison experiment conducted on FOD dataset |
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| 模型 | mAP@0.5/
% | mAP@0.5:0.95/
% | Np/
106 | FLOPs/
109 | | Faster-RCNN | 73.8 | 40.7 | 41.2 | 206.7 | | RetinaNet | 70.7 | 38.1 | 19.8 | 93.7 | | Cascade-RCNN | 71.4 | 39.2 | — | — | | YOLOv3-tiny | 69.8 | 37.9 | 12.1 | 19.1 | | YOLOv5n | 72.1 | 39.8 | 1.8 | 4.3 | | YOLOv5s | 73.8 | 41.3 | 7.0 | 15.8 | | YOLOv6n | 72.3 | 40.9 | 4.2 | 11.9 | | YOLOv8n | 72.9 | 41.8 | 3.0 | 8.1 | | cosSTR-YOLOv7[12] | 75.1 | 43.5 | 52.9 | 263.5 | | YOLOv8-NDTiny [13] | 74.8 | 42.3 | 2.3 | 11.7 | | AO-YOLO | 75.6 | 43.8 | 2.4 | 6.1 |
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