Target recognition and tracking is an important research filed in the surveillance industry.Traditional target recognition and tracking is to track moving objects, however, for the detected moving objects the specific...Target recognition and tracking is an important research filed in the surveillance industry.Traditional target recognition and tracking is to track moving objects, however, for the detected moving objects the specific content can not be determined.In this paper, a multi-target vehicle recognition and tracking algorithm based on YOLO v5 network architecture is proposed.The specific content of moving objects are identified by the network architecture, furthermore, the simulated annealing chaotic mechanism is embedded in particle swarm optimization-Gauss particle filter algorithm.The proposed simulated annealing chaotic particle swarm optimization-Gauss particle filter algorithm(SA-CPSO-GPF) is used to track moving objects.The experiment shows that the algorithm has a good tracking effect for the vehicle in the monitoring range.The root mean square error(RMSE), running time and accuracy of the proposed method are superior to traditional methods.The proposed algorithm has very good application value.展开更多
粤港澳大湾区摄影文化联合会(GREATER BAY AREA PHOTOGRAPHY CULTURE FEDERATION简称GPF),是团聚9+2粤港澳大湾区城市及有关地区的摄影家、摄影师、摄影人、和各种摄影创作、摄影研究、摄影文化人士的新平台,是汇集摄影艺术、摄影文化...粤港澳大湾区摄影文化联合会(GREATER BAY AREA PHOTOGRAPHY CULTURE FEDERATION简称GPF),是团聚9+2粤港澳大湾区城市及有关地区的摄影家、摄影师、摄影人、和各种摄影创作、摄影研究、摄影文化人士的新平台,是汇集摄影艺术、摄影文化、摄影产业、摄影技术、摄影人才、摄影分享的新空间。GPF还遴选北大、清华、中大、深大、港大、哈工大、港科大、港城大等校友与湾区名牌企业精英,组建了各领域的摄影文化创新团队,努力为粤港澳大湾区高质量发展做出积极贡献。展开更多
粤港澳大湾区摄影文化联合会(GREATER BAY AREA PHOTOGRAPHY CULTURE FEDERATION简称GPF),是团聚9+2粤港澳大湾区城市及有关地区的摄影家、摄影师、摄影人、和各种摄影创作、摄影研究、摄影文化人士的新平台,是汇集摄影艺术、摄影文化...粤港澳大湾区摄影文化联合会(GREATER BAY AREA PHOTOGRAPHY CULTURE FEDERATION简称GPF),是团聚9+2粤港澳大湾区城市及有关地区的摄影家、摄影师、摄影人、和各种摄影创作、摄影研究、摄影文化人士的新平台,是汇集摄影艺术、摄影文化、摄影产业、摄影技术、摄影人才、摄影分享的新空间。GPF还遴选北大、清华、中大、深大、港大、哈工大、港科大、港城大等校友与湾区名牌企业精英,组建了各领域的摄影文化创新团队,努力为粤港澳大湾区高质量发展做出积极贡献。展开更多
基金Supported by the National Key R&D Plan of China (2021YFE0105000)the National Natural Science Foundation of China (52074213)+1 种基金Shaanxi Key R&D Plan Project (2021SF-472)Yulin Science and Technology Plan Project (CXY-2020-036)。
文摘Target recognition and tracking is an important research filed in the surveillance industry.Traditional target recognition and tracking is to track moving objects, however, for the detected moving objects the specific content can not be determined.In this paper, a multi-target vehicle recognition and tracking algorithm based on YOLO v5 network architecture is proposed.The specific content of moving objects are identified by the network architecture, furthermore, the simulated annealing chaotic mechanism is embedded in particle swarm optimization-Gauss particle filter algorithm.The proposed simulated annealing chaotic particle swarm optimization-Gauss particle filter algorithm(SA-CPSO-GPF) is used to track moving objects.The experiment shows that the algorithm has a good tracking effect for the vehicle in the monitoring range.The root mean square error(RMSE), running time and accuracy of the proposed method are superior to traditional methods.The proposed algorithm has very good application value.
文摘粤港澳大湾区摄影文化联合会(GREATER BAY AREA PHOTOGRAPHY CULTURE FEDERATION简称GPF),是团聚9+2粤港澳大湾区城市及有关地区的摄影家、摄影师、摄影人、和各种摄影创作、摄影研究、摄影文化人士的新平台,是汇集摄影艺术、摄影文化、摄影产业、摄影技术、摄影人才、摄影分享的新空间。GPF还遴选北大、清华、中大、深大、港大、哈工大、港科大、港城大等校友与湾区名牌企业精英,组建了各领域的摄影文化创新团队,努力为粤港澳大湾区高质量发展做出积极贡献。
文摘粤港澳大湾区摄影文化联合会(GREATER BAY AREA PHOTOGRAPHY CULTURE FEDERATION简称GPF),是团聚9+2粤港澳大湾区城市及有关地区的摄影家、摄影师、摄影人、和各种摄影创作、摄影研究、摄影文化人士的新平台,是汇集摄影艺术、摄影文化、摄影产业、摄影技术、摄影人才、摄影分享的新空间。GPF还遴选北大、清华、中大、深大、港大、哈工大、港科大、港城大等校友与湾区名牌企业精英,组建了各领域的摄影文化创新团队,努力为粤港澳大湾区高质量发展做出积极贡献。
