2023年第2期陈俊豪苏山杰（重庆交通大学机电与车辆工程学院，重庆400074）【摘要】行人与摩托车驾驶员的违规操作是造成事故发生的重要原因，加大摩托车驾驶员头盔佩戴与行人违规的监督力度对摩托车驾驶安全至关重要。论述了驾驶员头盔与行人检测的主要任务与特点，梳理了当前基于深度学习的检测算法优点、缺点，对近年来安全头盔与行人检测研究进展进行总结，结合检测难点对该领域进行分析与展望。主题词：深度学习目标检测行人检测头盔检测摩托车检测中图分类号：TP183文献标识码：ADOI:10.19822/j.cnki.1671-6329.20220096AReviewonDetectionAlgorithmsforMotorcycleDriverandPedestrianChenJunhao,SuShanjie（SchoolofMechatronicsandVehicleEngineering,ChongqingJiaotongUniversity,Chongqing400074）【Abstract】Illegaloperationsbypedestriansandmotorcycledriversaretheprimarycauseofaccidents.Increasingsupervisionofhelmetwearandpedestrianviolationsbymotorcycledriversiscriticaltomotorcycledrivingsafety.Thispaperdiscussesthemaintasksandcharacteristicsofdriverhelmetandpedestriandetection,introducestheprincipleandadvantagesanddisadvantagesofthecurrentdeeplearning-baseddetectionalgorithms,summarizestheresearchstatusofsafetyhelmetsandpedestriansinrecentyears,andanalyzesandprospectsinthisfieldincombinationwithdetectiondifficulties.Keywords:Deeplearning,Targetdetection,Pedestriandetection,Helmetdetectiondetection,Motorcycledetection摩托车驾驶员和行人检测算法综述【欢迎引用】陈俊豪,苏山杰.摩托车驾驶员和行人检测算法综述[J].汽车文摘,2023(2):34-43.【Citethispaper】CHENJH,SUSJ.AReviewonDetectionAlgorithmsforMotorcycleDriverandPedestrian[J].AutomotiveDigest(Chinese),2023(2):34-43.缩略语SIFTScale-InvariantFeatureTransformHOGHistogramoforientedgradientNMSNon-MaximumSuppressionFPNFeaturePyramidNetworkYOLOYouOnlyLookOnceIOUIntersectionOverUnionGIOUGeneralizedIntersectionOverUnionCIOUCompleteIntersectionOverUnionSSDSingleShotMultiboxDetectorROIRegionOfInterestCACoordinateAttentionmAPmeanAveragePrecisionSESqueeze-and-ExcitationSKSelectiveKernelSSSelectiveSearchCBAMConvolutionalBlockAttentionModuleMLPMultilayerPerceptronSVMSupportVectorMac...
