基于多尺度特征相似性匹配的低照度目标检测

于鑫淼,夏楠,江佳鸿,郝子莹,把云胜

Low-light target detection based on multi-scale feature similarity matching

Xinmiao YU,Nan XIA,Jiahong JIANG,Ziying HAO,Yunsheng BA

表 3 不同算法在COCO和DarkFace数据集上的检测精度对比

Tab.3 Detection accuracy comparison of different algorithms on COCO and DarkFace datasets

方法 COCO数据集 DarkFace数据集 mAP/% FPS/(帧·s−1) mAP/% FPS/(帧·s−1) YOLOv11[32] 54.0 102.6 69.8 79.6 YOLOv12[33] 54.4 99.0 71.2 89.3 RT-DETR[7] 54.7 90.8 70.7 75.2 IAT[34] 54.9 94.8 70.8 86.3 PE-YOLO[18] 55.8 98.1 71.8 78.2 WSA-YOLO[17] 56.1 96.7 72.4 76.6 本研究方法 56.3 94.1 74.0 75.9