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1 消融实验测试结果

Tab.1 Test results of ablation

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)
YOLOX	94.09	86.58	75.24	83.09	87.16	83.16	89.79	84.47	84.67	16.36
YOLOX+resizer	88.69	88.27	79.56	89.87	88.23	88.10	91.93	88.73	87.04	15.44
YOLOX+add	89.65	89.49	80.34	90.32	91.03	89.13	93.28	90.16	88.24	14.32
Re-YOLOX	88.91	92.00	81.31	91.16	93.24	91.58	94.23	91.99	89.67	13.91