5943 张｜非机动车辆交通行为检测数据集｜摩托车 / 自行车违章识别 YOLO 数据集 交通安防数据集｜9 类非机动车违章行为识别，YOLO/VOC/COCO 多格式 高空监控视角非机动车违规检测数
智慧交通-非机动车辆交通行为检测数据集# 非机动车辆交通行为检测数据集数据集基础信息表项目参数详情数据集名称非机动车辆交通行为检测数据集总图片数量5943张图像分辨率360*640标注格式YOLO、VOC、COCO总类别数9类训练集4457张验证集892张测试集594张类别分布表类别ID英文标签中文标签包含该目标图片数标注框数量0motorcycle摩托车490478781motorcycle‑pedestrian road摩托车‑人行道上45473motorcycle‑jaywalk摩托车‑违规横穿65665motorcycle‑stop line摩托车‑停止线处87811006motorcycle‑crosswalk摩托车‑斑马线处98711377bicycle自行车1501639bicycle‑pedestrian road自行车‑人行道上515113bicycle‑stop line自行车‑停止线处1114bicycle‑crosswalk自行车‑斑马线处149151data.yaml配置names:0:motorcycle1:motorcycle‑pedestrian road3:motorcycle‑jaywalk5:motorcycle‑stop line6:motorcycle‑crosswalk7:bicycle9:bicycle‑pedestrian road13:bicycle‑stop line14:bicycle‑crosswalknc:9train:./images/trainval:./images/valtest:./images/testYOLO训练代码fromultralyticsimportYOLOif__name____main__:modelYOLO(yolo11s.pt)resultsmodel.train(datadata.yaml,epochs100,imgsz640,batch8,device0,patience10,workers4)可直接复制用于推文、文档、数据集介绍。需要我帮你生成一段引流文案也可以直接说。5943张yolo、voc、coco标注方式图像尺寸:360*640类别数量:9类训练集图像数量:4457; 验证集图像数量:892 测试集图像数量:594类别名称: 每一类图像数 每一类标注数0 - motorcycle 0 - 摩托车 4904,78785 - motorcycle - stop line 5 - 摩托车 - 停止线处 878,11001 - motorcycle - pedestrian road 1 - 摩托车 - 人行道上 45,4714 - bicycle - crosswalk 14 - 自行车 - 斑马线处 149,1517 - bicycle 7 - 自行车 150,1633 - motorcycle - jaywalk 3 - 摩托车 - 违规横穿 65,666 - motorcycle - crosswalk 6 - 摩托车 - 斑马线处 987,11379 - bicycle - pedestrian road 9 - 自行车 - 人行道上 51,5113 - bicycle - stop line 13 - 自行车 - 停止线处 1,1image num: 5943# YOLO简易训练代码 非机动车辆交通行为检测数据集fromultralyticsimportYOLOdeftrain():# 加载预训练权重modelYOLO(yolo11s.pt)model.train(datadata.yaml,epochs80,imgsz640,batch12,valTrue,device0,workers2,saveTrue,projectnon_motor_vehicle_exp,nametrain_result)if__name____main__:train()推理脚本fromultralyticsimportYOLO modelYOLO(./non_motor_vehicle_exp/train_result/weights/best.pt)#图片推理resmodel.predict(sourcetest.jpg,conf0.25)forrinres:r.save()配套data.yamlnc:9names:0:motorcycle1:motorcycle‑pedestrian road3:motorcycle‑jaywalk5:motorcycle‑stop line6:motorcycle‑crosswalk7:bicycle9:bicycle‑pedestrian road13:bicycle‑stop line14:bicycle‑crosswalktrain:./images/trainval:./images/valtest:./images/test
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