Re-YOLOX: 利用Resizer改进的YOLOX近岸海域监测目标识别模型

王振华, 谭智联, 李静, 常英立

Re-YOLOX: A YOLOX model for identifying nearshore monitoring targets improved based on the Resizer model

WANG Zhenhua, TAN Zhilian, LI Jing, CHANG Yingli

表3 不同模型的评价指标

Tab.3 Comparison of evaluation indicators of different models

模型	P/%			R/%			mAP/%	mR/%	mF1/%	FPS/ (张·s^-1)
模型	车辆	堆砌物	船只	车辆	堆砌物	船只	mAP/%	mR/%	mF1/%	FPS/ (张·s^-1)
CenterNet	95.38	97.56	96.72	51.07	54.05	62.11	80.48	55.74	71.00	14.38
Faster R-CNN	46.42	74.84	77.00	36.35	78.38	81.05	59.02	65.26	65.67	7.41
YOLOv3	77.38	73.87	73.63	72.71	61.19	52.34	68.28	58.04	67.67	21.44
Re-YOLOX	88.91	92.00	81.31	91.16	93.24	91.58	94.23	91.99	89.67	13.91