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基于关键点检测和多目标跟踪的猪只体尺估计
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作者 姚裔芃 徐晨 +2 位作者 陈鸿基 刘勇 徐顺来 《华南农业大学学报》 CAS CSCD 北大核心 2024年第5期722-729,共8页
【目的】减少猪场人工测量猪只体尺的工作量,提高测量精度和工作效率。【方法】本研究提出基于关键点检测和多目标跟踪的猪只体尺自动估计方法,该方法使用Yolov8-Pose模型识别各猪只关键点和目标检测框,利用ByteTrack算法对猪群实时跟踪... 【目的】减少猪场人工测量猪只体尺的工作量,提高测量精度和工作效率。【方法】本研究提出基于关键点检测和多目标跟踪的猪只体尺自动估计方法,该方法使用Yolov8-Pose模型识别各猪只关键点和目标检测框,利用ByteTrack算法对猪群实时跟踪,引入感兴趣区域规避图像畸变,提高识别速度,同时设计姿态和异常检测过滤算法减少因运动模糊、姿态不正等因素造成的误差。【结果】5个猪栏中24头猪只体长、肩宽、臀宽的平均绝对误差均小于3 cm,平均绝对百分比误差分别维持在4%、6%和7%以内。数据处理速度提升为19.3帧/s。【结论】本研究提出的基于关键点检测和多目标跟踪的猪只体尺估计方法为猪场生产场景提供了一个轻量化、易部署的自动体尺测量解决方案。 展开更多
关键词 Yolov8-Pose 感兴趣区域 体尺估计 关键点 目标检测框
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Characteristics of the double layer associated with terrestrial bow shock by THEMIS observation
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作者 LI ShiYou ZHANG ShiFeng +2 位作者 CAI Hong BAI XiBin XIE QiuHong 《Science China Earth Sciences》 SCIE EI CAS CSCD 2015年第4期562-572,共11页
This study presents observation and detailed analysis on the double layers (DLs) in the ramp and the foreshock contacting with the foot of the terrestrial bow shock by THEMIS on September 14, 2008 under enhanced dyn... This study presents observation and detailed analysis on the double layers (DLs) in the ramp and the foreshock contacting with the foot of the terrestrial bow shock by THEMIS on September 14, 2008 under enhanced dynamic pressure in the solar wind. The results reveal that: (1) The time duration of the double layers is nus 10-40 mV/m. (2) On assuming a propagation speed at the ion mainly 3-8 ms, and their max parallel electric field is miacoustic speed (vs), their spatial scale is estimated to be 0.3-1.15 km (about 75-200 2D). (3) The net potential drop of DLs is estimated to be 5-32 V. (4) The DLs in the ramp and the foreshock contacting to the foot of the bow shock is current-carrying as a result of development and evolution of nonlinear phase of instability in the self-consistent current-carrying plasma. The DLs may play an important role in strong turbulence in the foreshock contacting with the foot of the bow shock. 展开更多
关键词 bow shock double layer electron hole current-carrying plasma
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