基于YOLOv8的多功能导盲系统设计

  • 打印
  • 收藏
收藏成功


打开文本图片集

Design of YOLOv8-based multifunctional guidance system for the blind

SUN Youming1²,WU Gao’,LI Xiangcheng1,² (1.School ofComputer,Electronicsand Information,Guangxi University,Nanning 53oo4,China; 2.uangxiKbtialila

Abstract:ThepopulationoftheblindindividualsinChinaislarge.However,thereisalackofefectiveandaffordable meansofguidingtheblind,soitisdificulttoensuretheirsafetywhentheytraveling.Inviewofthis,amultifunctionalguidance systembasedontheRaspberyPi4Bisdesignedfortheblind.Thesystem iscapableofobstacledetectionandrecognition, pedestriannavigationandremotepositioning,andvoicebroadcasting.Itintegratesultrasonicsensorsandcameras,utilizinga visual objectdetectionalgorithmbasedon YOLOv8forobstacledetectionandrecognition.TheGPS modulefacilitates pedestrian navigatinandremoteposioning,alowingfamilymemberstoquerytheblindindividual'slocationinrealtime,therebyensuring theirtravelsafety.Aditionall,llgudanceinstructionsareprovidedbyvoiceroadcastingtoasisttheblind,ehacingthe systemusability.Thetestresultsdemonstratethattheproposedsystemcandetectobstacleswithin fourmetersandrecognize fifteenkindsofcommonobstacleswithhighdetectionprecisionandrecognitionaccuracy.Thesystemalsoshowsreliablepath planning and positioning capabilities.To sum up,the proposed systemcan meet the safety requirements for guidance.

Keywords:guidance systemforthe blind; YOLOv8;obstacleavoidance;path planning; remote positioning; Raspberry Pi4B

0 引言

根据中国盲人协会官网公布的数据,截至2023年我国有1700多万名盲人[1-2。(剩余5945字)

试读结束

monitor