基于轻量级MobileNet V3-YOLOv4的生长期菠萝成熟度分析

李阳德, 马晓慧, 王骥

Pineapple Maturity Analysis in Natural Environment Based on MobileNet V3-YOLOv4

LI Yangde, MA Xiaohui, WANG Ji

表4 多类目标检测试验各模型评价指标结果对比

Table 4 Comparison of evaluation index results of various models in multi-class target detection test

序号 网络 FPS/（img·s-1） mAP 1 Faster R-CNN 15.22 83.39 2 Yolov3 51.33 87.25 3 SSD300 71.94 81.1 4 Retinanet 27.17 86.88 5 Centernet 68.07 81.64 6 YOLOv4 40.57 85.64 7 MobileNet V1-YOLOv4 69.97 90.83 8 MobileNet V2-YOLOv4 75.95 90.17 9 MobileNet V3-YOLOv4 80.85 90.92