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基于改进ByteTrack与YOLOv10的无人机多目标跟踪算法
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作者 张忠民 叶聪 《兵工学报》 北大核心 2026年第1期261-271,共11页
无人机多目标跟踪技术是无人机领域的一个重要研究方向,目前大多数多目标跟踪技术难以平衡跟踪任务的精度和实时性。针对此问题,设计小目标检测算法MT-YOLOv10,采用轻量化特征融合模块MSKFF(Multi-Selective Kernel Feature Fusion)增... 无人机多目标跟踪技术是无人机领域的一个重要研究方向,目前大多数多目标跟踪技术难以平衡跟踪任务的精度和实时性。针对此问题,设计小目标检测算法MT-YOLOv10,采用轻量化特征融合模块MSKFF(Multi-Selective Kernel Feature Fusion)增强特征融合效果,提升无人机空中检测能力。在跟踪算法中,通过向卡尔曼滤波引入自适应因数增强对噪声的自适应能力,同时改变卡尔曼滤波输入的状态向量以及引入轨迹置信度信息,提升对目标位置的预测能力,改进后的跟踪算法命名为PAC-ByteTrack。MT-YOLOv10在VisDrone2019-DET数据集上的检测实验结果显示其精度和mAP 50较基线算法提升4.3%和6.5%。将MT-YOLOv10和PAC-ByteTrack相结合,在VisDrone2019-MOT(Multi-Object Tracking)和UAVDT两大无人机数据集上展开测评,其HOTA(Harmonized Overlap and Tracking Aumulator)分别提升4.467%和1.831%,性能优于大多数现有跟踪算法。新算法实现了稳定连续的跟踪,为无人机跟踪任务提供了新的解决方案。 展开更多
关键词 无人机 YOLOv10 Bytetrack 卡尔曼滤波 多目标跟踪
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Robust current tracking control for three-phase grid-connected inverters with LCL filter
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作者 LIU Wei WU Ben +2 位作者 SUN Wei-jie XUE Ying CAI Feng-huang 《控制理论与应用》 北大核心 2026年第1期41-51,共11页
This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper cons... This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper constructs an internal model to learn the information of the states and input of the grid-connected inverter under steady state.Second,by utilizing the internal model principle,the paper turns the tracking control problem into the robust stabilization control problem based on some appropriate coordinate transformations.Then,The paper designs a dynamics state feedback control law to deal with this robust stabilization problem,and thus the solution of the robust current tracking control problem of three-phase grid-connected inverters can be obtained.This control method can ensure the asymptotic stability of the closedloop system.Finally,the paper illustrates the effectiveness of the proposed control approach through several groups of simulations,and compares it with the feedforward control method to verify the robustness of the proposed control method to uncertain parameters. 展开更多
关键词 grid-connected inverter internal model principle current tracking disturbance suppression robust control
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Deep learning-based method for damage identification and localization of the maglev track stator surface
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作者 Shihua Huang Tiange Wang Guofeng Zeng 《High-Speed Railway》 2026年第1期21-26,共6页
The stator of the maglev track plays a crucial role in the operation of the maglev system.Currently,the efficiency of maglev track inspection is limited by several factors,including the large span of elevated structur... The stator of the maglev track plays a crucial role in the operation of the maglev system.Currently,the efficiency of maglev track inspection is limited by several factors,including the large span of elevated structures,manual visual inspection,short inspection window times,and limited GPS positioning accuracy.To address these issues,this paper proposes a deep learning-based method for detecting and locating stator surface damage.This study establishes a maglev track stator surface image dataset,trains different object detection models,and compares their performance.Ultimately,YOLO and ByteTrack object tracking algorithms were chosen as the basic framework and enhanced to achieve automatic identification of high-speed maglev track stator surface damage images and track and count stator surface localization feature images.By matching the identified damaged images with their corresponding stator segment and beam segment sequence numbers,the location of the damage is pinpointed to the corresponding stator segment,enabling rapid and accurate identification and localization of complex damage to the maglev track stator surface. 展开更多
关键词 Maglev track Damage recognition Precise localization Deep learning trackING
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基于Tracker软件的扭摆运动动态分析
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作者 罗剑 欧阳建明 +3 位作者 郑浩斌 彭刚 何焰兰 罗威 《物理通报》 2026年第3期95-99,共5页
扭摆法测量转动惯量,是实际工程测量大尺寸复杂形状物体转动惯量的常用方法之一,也是大学物理实验中重要的一个实验项目.借助Tracker软件对圆柱体的扭摆运动进行动态分析,能够探究扭摆运动的动力学特性,尤其是初始摆角对扭转常数的影响... 扭摆法测量转动惯量,是实际工程测量大尺寸复杂形状物体转动惯量的常用方法之一,也是大学物理实验中重要的一个实验项目.借助Tracker软件对圆柱体的扭摆运动进行动态分析,能够探究扭摆运动的动力学特性,尤其是初始摆角对扭转常数的影响规律.实验结果表明,当初始摆角小于60°时,扭转常数变化较为显著;当初始摆角大于60°时,扭转常数与初始摆角之间满足简单的二次多项式关系,表现出较强的规律性.此外,对比了Tracker软件与光电门测量圆柱体转动惯量的结果,Tracker软件的测量值与理论值偏差更小,表明其在测量精度和可靠性方面具有明显优势. 展开更多
关键词 扭摆法 转动惯量 视频追踪 阻尼效应
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Research on characterization methods for track irregularities
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作者 Lifeng Xin Lei Xu +3 位作者 Jiaxin Zhang Menglin Pei Jianfeng Mao Dangxiong Wang 《Railway Engineering Science》 2026年第1期25-39,共15页
The characterization of track irregularities is crucial in railway dynamics,as track irregularities are the primary source of internal excitation in railway systems.In this paper,three mathematical models are proposed... The characterization of track irregularities is crucial in railway dynamics,as track irregularities are the primary source of internal excitation in railway systems.In this paper,three mathematical models are proposed to characterize the track irregularities under different circumstances.The first model is a novel explicit track spectrum function,which performs better in reflecting the inherent periodic components of track irregularities than the existing track spectra.On this foundation,the second model,a parameterized track spectrum random model,is proposed to represent the vast measured track irregularities from the probabilistic perspective.Finally,the third model,an imprecise track spectrum interval model based on a neighborhood uniform sampling Bootstrap method,is presented to identify the confidential interval of the track spectra when the track irregularity data are limited.Three examples are illustrated to demonstrate the feasibility of the three track irregularity models in characterizing the track irregularities in different conditions.This research can help capture the railway deformation status and optimize track maintenance strategies. 展开更多
关键词 RAILWAY track irregularity Power spectral density CHARACTERIZATION Random model Imprecise track spectrum
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Forecast errors of tropical cyclone track and intensity by the China Meteorological Administration from 2013 to 2022
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作者 Huanmujin Yuan Hong Wang +2 位作者 Yubin Li Kevin K.W.Cheung Zhiqiu Gao 《Atmospheric and Oceanic Science Letters》 2026年第1期72-77,共6页
This study presents a comprehensive evaluation of tropical cyclone(TC)forecast performance in the western North Pacific from 2013 to 2022,based on operational forecasts issued by the China Meteorological Administratio... This study presents a comprehensive evaluation of tropical cyclone(TC)forecast performance in the western North Pacific from 2013 to 2022,based on operational forecasts issued by the China Meteorological Administration.The analysis reveals systematic improvements in both track and intensity forecasts over the decade,with distinct error characteristics observed across various forecast parameters.Track forecast errors have steadily decreased,particularly for longer lead times,while error magnitudes have increased with longer forecast lead times.Intensity forecasts show similar progressive enhancements,with maximum sustained wind speed errors decreasing by 0.26 m/s per year for 120 h forecasts.The study also identifies several key patterns in forecast performance:typhoon-grade or stronger TCs exhibit smaller track errors than week or weaker systems;intensity forecasts systematically overestimate weaker TCs while underestimating stronger systems;and spatial error distributions show greater track inaccuracies near landmasses and regional intensity biases.These findings highlight both the significant advances in TC forecasting capability achieved through improved modeling and observational systems,and the remaining challenges in predicting TC changes and landfall behavior,providing valuable benchmarks for future forecast system development. 展开更多
关键词 Forecast error Tropical cyclone track INTENSITY
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Unraveling the exhumation history of the source terrains of the western Jianghan Basin(Central China)through detrital zircon fission track dating
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作者 HAN Siyu LIN Xu +1 位作者 LIU Weiming LIU Haijin 《Journal of Mountain Science》 2026年第1期49-66,共18页
The Jianghan Basin,at the junction of the Jiangnan and Qinling-Dabie orogenic belts,has a complete Cretaceous to Paleogene stratigraphic record.However,the exhumation history of its source terrains is not well underst... The Jianghan Basin,at the junction of the Jiangnan and Qinling-Dabie orogenic belts,has a complete Cretaceous to Paleogene stratigraphic record.However,the exhumation history of its source terrains is not well understood.We conducted fission track age analysis on zircon grains(n=441)from the Cretaceous and Paleogene strata in the western Jianghan Basin.The Radial Plotter software is utilized to identify peak ages that indicate thermal events and the history of exhumation.The oldest peak at 810 Ma records the Neoproterozoic collisional orogeny between the Yangtze Craton and Cathaysian Block.Ages of 645-558 Ma reflect the convergence between the South China Block and Gondwana.Early Paleozoic ages document the collision leading to the exhumation of the western Jiangnan Orogenic Belt.Late Paleozoic to early Mesozoic peak ages correspond to the Indosinian orogeny.During the Mesozoic,the subduction of the Paleo-Pacific Plate resulted in further exhumation.The absence of Paleogene zircon fission track peak ages in the basin strata suggests limited exhumation during this period,likely due to tectonic quiescence and arid climatic conditions. 展开更多
关键词 Jianghan Basin Detrital zircon Fission track PALEOGEOGRAPHY South China Block
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Fatigue behavior of ballastless track concrete in high-speed railways under different operating speeds
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作者 Jiaxin Wen Huajian Li +2 位作者 Henan Shi Fali Huang Zhen Wang 《Railway Engineering Science》 2026年第1期149-158,共10页
This study investigates the influence of loading frequency on the fatigue behavior of ballastless track concrete for high-speed railways,aiming to support the development of concrete capable of withstanding higher ope... This study investigates the influence of loading frequency on the fatigue behavior of ballastless track concrete for high-speed railways,aiming to support the development of concrete capable of withstanding higher operational speeds.Fatigue tests were conducted at loading frequencies ranging from 5 to 40 Hz,with a focus on fatigue life,damage evolution,energy dissipation,and residual fatigue strain in the concrete.The results indicate that between 5 and 15 Hz,the fatigue life and energy dissipation remain relatively stable,with minimal damage evolution and small residual strains.As the frequency increases to 15-20 Hz,the fatigue life and energy dissipation gradually decrease,while damage accumulation and residual strain increase.Beyond 20 Hz,both fatigue life and energy dissipation decrease rapidly,damage accumulation becomes more pronounced,and residual strain continues to rise.These phenomena are primarily attributed to the increased strain rate and load change rate at higher frequencies,which affect the microstructure evolution and lead to reduced fatigue performance. 展开更多
关键词 Ballastless tracks concrete Flexural fatigue Loading frequency Damage evolution Residual strain
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Cenozoic Tectonothermal History of the Pearl River Mouth Basin,Northern South China Sea:Insights from Fission Track and Seismic Data
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作者 CHENG Haohao SUO Yanhui +5 位作者 ZHU Dingwei LI Sanzhong ZHOU Jie WANG Pengcheng DU Xiaodong WANG Guangzeng 《Journal of Ocean University of China》 2026年第1期171-183,共13页
Quantifying the timing and amplitude of multiple subsidence or uplift stages in sedimentary basins is crucial for understanding their tectonic evolution.In this study,18 samples from 10 drilling wells in the Pearl Riv... Quantifying the timing and amplitude of multiple subsidence or uplift stages in sedimentary basins is crucial for understanding their tectonic evolution.In this study,18 samples from 10 drilling wells in the Pearl River Mouth Basin(PRMB)were subjected to apatite and zircon fission track analyses,and suitable samples were selected for thermal history simulation using Hefty.The thermal history simulation results,combined with balanced cross-section analysis,constrain the Cenozoic tectonothermal history of the PRMB.The results indicate that the PRMB underwent differential uplift in the early Paleogene,followed by regional thermal subsidence in the late Paleogene.Subsequently,the PRMB began tectonic activation in the late Miocene due to the Dongsha movement,marked by two rapid cooling events of ca.11–6.5 and 6.5 Myr to the present.These cooling events are characterized by a gradual migration from east to west.The first rapid cooling event can be attributed to the NW-SE compressive stress field in the northeastern South China Sea,driven by the clockwise rotation of the Philippine Sea Plate during the late Miocene.The second rapid cooling event is linked to intensive arc-continental collision and the Taiwan Orogeny triggered by the rapid WNW-ward migration of the Philippine Sea Plate. 展开更多
关键词 Pearl River Mouth Basin fission track tectonothermal history Dongsha movement Taiwan Orogeny
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Face-Pedestrian Joint Feature Modeling with Cross-Category Dynamic Matching for Occlusion-Robust Multi-Object Tracking
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作者 Qin Hu Hongshan Kong 《Computers, Materials & Continua》 2026年第1期870-900,共31页
To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework ba... To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework based on face-pedestrian joint feature modeling.By constructing a joint tracking model centered on“intra-class independent tracking+cross-category dynamic binding”,designing a multi-modal matching metric with spatio-temporal and appearance constraints,and innovatively introducing a cross-category feature mutual verification mechanism and a dual matching strategy,this work effectively resolves performance degradation in traditional single-category tracking methods caused by short-term occlusion,cross-camera tracking,and crowded environments.Experiments on the Chokepoint_Face_Pedestrian_Track test set demonstrate that in complex scenes,the proposed method improves Face-Pedestrian Matching F1 area under the curve(F1 AUC)by approximately 4 to 43 percentage points compared to several traditional methods.The joint tracking model achieves overall performance metrics of IDF1:85.1825%and MOTA:86.5956%,representing improvements of 0.91 and 0.06 percentage points,respectively,over the baseline model.Ablation studies confirm the effectiveness of key modules such as the Intersection over Area(IoA)/Intersection over Union(IoU)joint metric and dynamic threshold adjustment,validating the significant role of the cross-category identity matching mechanism in enhancing tracking stability.Our_model shows a 16.7%frame per second(FPS)drop vs.fairness of detection and re-identification in multiple object tracking(FairMOT),with its cross-category binding module adding aboute 10%overhead,yet maintains near-real-time performance for essential face-pedestrian tracking at small resolutions. 展开更多
关键词 Cross-category dynamic binding joint feature modeling face-pedestrian association multi object tracking occlusion robustness
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Enhancing Underwater Monocular Depth Estimation with Lpg-Lap Unet for Target Tracking Mission
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作者 YAO Peng WANG Yalu 《Journal of Ocean University of China》 2026年第1期161-170,共10页
Accurately estimating depth from underwater monocular images is essential for the target tracking task of unmanned underwater vehicles.This work proposes a method based on the Lpg-Lap Unet architecture.First,the Unet ... Accurately estimating depth from underwater monocular images is essential for the target tracking task of unmanned underwater vehicles.This work proposes a method based on the Lpg-Lap Unet architecture.First,the Unet architecture integrates Laplacian pyramid depth residuals and Sobel operators to improve the boundary details in depth images,which may suffer from the feature loss caused by upsampling and the blurriness of underwater images.Multiscale local planar guidance layers then fully exploit the intermediate depth features,and a comprehensive loss function ensures robustness and accuracy.Experimental results on benchmarks demonstrate the effectiveness of Lpg-Lap Unet and its superior performance over state-of-the-art models.An underwater target tracking system is then designed to further validate its real-time capabilities in the AirSim simulation platform. 展开更多
关键词 underwater monocular depth estimation Laplacian pyramid multiscale local planar guidance underwater target tracking
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Hypervelocity impact response and protection for the track steels of rocket sled system via light-gas gun experiments
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作者 Siwei Zhao Yi Zeng +5 位作者 Xuewen Zhou Weixing Zhao Botao Xie Jianbin Jing Yan Chen Yilun Liu 《Defence Technology(防务技术)》 2026年第2期282-293,共12页
Hypervelocity rocket sled systems are critical for testing advanced military technologies,yet track damage at speeds exceeding Mach 5 remains a significant challenge for system reliability and performance.In this stud... Hypervelocity rocket sled systems are critical for testing advanced military technologies,yet track damage at speeds exceeding Mach 5 remains a significant challenge for system reliability and performance.In this study,we investigated the hypervelocity impact response and protection for highstrength U71 Mn or bainitic steel used in rocket sled tracks.Flyer plate impact experiments using a two-stage light-gas gun were conducted to study the hypervelocity collision response,followed by the microstructural characterization via optical microscope,scanning electron microscopy equipped with electron backscatter diffraction to reveal underlying damage mechanisms.Then,the calibrated thermalmechanical coupled finite element simulations using the Johnson-Cook constitutive model and MieGrüneisen equation of state were carried out.Results indicated that bainitic steel exhibits superior impact resistance with predominantly smooth scratch-dominated damage due to its higher ductility.In contrast,U71 Mn suffered significant material spallation and crack propagation arising from brittle fracture mechanisms.Zinc-rich epoxy primer coatings effectively mitigated stress concentration and temperature rise in the substrate at impacting velocities below 2.4 km/s,so as to suppress the microstructural damage such as adiabatic shear bands and dynamic recrystallization.However,coating protection diminished at ultra-high-speed impacts due to the coating failure.Dimensional analysis established quantitative relationships of the gouge damage size to projectile mass,impact velocity,and material yield strength.This study provides in-depth insights into damage mechanisms in hypervelocity rail systems,demonstrating that bainitic steel combined with protective coatings can significantly enhance impact resistance and system reliability,offering valuable guidance for the design and optimization of hypervelocity testing platforms. 展开更多
关键词 Hypervelocity rocket sled Gouge of the track steels Two-stage light-gas gun Microstructural characterization Coating protection
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Cognitive NFIDC-FRBFNN Control Architecture for Robust Path Tracking of Mobile Service Robots in Hospital Settings
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作者 Huda Talib Najm Ahmed Sabah Al-Araji Nur Syazreen Ahmad 《Computer Modeling in Engineering & Sciences》 2026年第1期989-1022,共34页
Mobile service robots(MSRs)in hospital environments require precise and robust trajectory tracking to ensure reliable operation under dynamic conditions,including model uncertainties and external disturbances.This stu... Mobile service robots(MSRs)in hospital environments require precise and robust trajectory tracking to ensure reliable operation under dynamic conditions,including model uncertainties and external disturbances.This study presents a cognitive control strategy that integrates a Numerical Feedforward Inverse Dynamic Controller(NFIDC)with a Feedback Radial Basis Function Neural Network(FRBFNN).The robot’s mechanical structure was designed in SolidWorks 2022 SP2.0 and validated under operational loads using finite element analysis in ANSYS 2022 R1.The NFIDC-FRBFNN framework merges proactive inverse dynamic compensation with adaptive neural learning to achieve smooth torque responses and accurate motion control.A two-stage simulation evaluation was conducted.In the first stage,the controller was tested in a simulated hospital environment under both ideal and non-ideal conditions.In the second,it was benchmarked against four established controllers-Neural Network Model Reference Adaptive(NNMRA),Z-number Fuzzy Logic(Z-FL),Adaptive Dynamic Controller(ADC),and Fuzzy Logic-PID(FL-PID)—using circular and lemniscate trajectories.Across ten runs,the proposed controller achieved the lowest tracking errors under all conditions.Under ideal conditions,it achieved average improvements of 55.24%,75.75%,and 55.20%in integral absolute error(IAE),integral squared error(ISE),and mean absolute error(MAE),respectively,with coefficient of variation(CV)reductions above 55%.Under non-ideal conditions,average improvements exceeded 64%in IAE,77%in ISE,and 66%in MAE,while maintaining CV reductions above 57%.These results confirm that the NFIDC-FRBFNN controller offers superior accuracy,robustness,and consistency for real-time path tracking in healthcare robotics. 展开更多
关键词 Mobile service robot path planning radial basis function neural network trajectory tracking numerical feed forward inverse dynamic controller
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融合ByteTrack的EAP-YOLOv8无人机Marker点检测与追踪
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作者 唐心亮 潘晓润 +1 位作者 王建超 苏鹤 《计算机科学》 北大核心 2026年第3期266-276,共11页
随着科技不断发展,无人机的应用越来越广泛,实现无人机的精准动作捕捉成为其核心技术。光学动作捕捉系统在对无人机进行检测与追踪时,由于受到复杂环境、飞行速度等多方面的干扰,会出现对无人机所粘贴的Marker点识别不准确的情况。为了... 随着科技不断发展,无人机的应用越来越广泛,实现无人机的精准动作捕捉成为其核心技术。光学动作捕捉系统在对无人机进行检测与追踪时,由于受到复杂环境、飞行速度等多方面的干扰,会出现对无人机所粘贴的Marker点识别不准确的情况。为了解决这一问题,提出一种基于YOLOv8改进的目标检测算法EAP-YOLOv8,以提高Marker点识别检测的准确率。首先,在骨干部分构建新型通道注意力机制MAP-ECA,增强全局视角信息和不同尺度大小的特征,提升了小目标的检测能力;其次,在原有检测头的基础上利用多层次自适应特征融合形成新的检测头D-SASFF,利用多尺度融合来强化小目标特征信息;最后,设计了损失函数PIoUv3,通过改进加快了模型收敛速度,提高了小目标检测能力。为验证EAP-YOLOv8算法的有效性,在自制数据集上进行实验,结果表明,EAP-YOLOv8算法在mAP@0.5和mAP@0.5:0.95上分别达到了96.5%和50.2%,相较于其他算法有显著提升。在此基础之上,通过结合多目标追踪算法ByteTrack显著提高了Marker点的追踪准确率。此外,在公开数据集MOT16上进行追踪实验,结果表明,所提模型在HOTA,MOTA,MOTP上追踪准确率分别达到了37.60%,25.64%,80.76%,相较于当前算法有显著提升,为后续实现无人机精准跟踪提供了有效途径。 展开更多
关键词 EAP-YOLOv8 无人机检测 Marker点 小目标检测 多目标追踪 Bytetrack
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基于改进YOLOv8和ByteTrack的桥梁通航船舶识别与追踪 被引量:3
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作者 王浩 王旭 +3 位作者 廖睿轩 茅建校 张一鸣 颜王吉 《东南大学学报(自然科学版)》 北大核心 2025年第5期1380-1387,共8页
针对近年来频发的船桥相撞事故,深入分析了现有桥梁主动防船撞方法的不足,设计并实现了一种基于改进YOLOv8和ByteTrack算法的航道船舶识别与追踪方法。在YOLOv8网络结构的主干网络和颈部网络之间引入了3个卷积块注意力模块(CBAM),以增... 针对近年来频发的船桥相撞事故,深入分析了现有桥梁主动防船撞方法的不足,设计并实现了一种基于改进YOLOv8和ByteTrack算法的航道船舶识别与追踪方法。在YOLOv8网络结构的主干网络和颈部网络之间引入了3个卷积块注意力模块(CBAM),以增强模型对关键特征的捕捉能力。此外,采用了ByteTrack算法来提高船舶追踪的准确性和鲁棒性,并进行对比实验分析。结果表明,改进后的模型在多目标追踪准确性(MOTA)和识别准确度(IDF1)上分别达到了79.8%和84.5%,相比原始YOLOv8模型有了约5%的精度提升,且相比于一些其他主流注意力机制模块也有更大提升。在图像处理速度方面,改进方法相对于多目标追踪算法Bot-SORT算法图像处理速度快约56%,处理相同目标图像耗时更少。 展开更多
关键词 桥梁工程 船舶追踪 深度学习 计算机视觉 YOLOv8 Bytetrack
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高速公路广告牌巡检目标跟踪的改进ByteTrack算法
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作者 李俊 李朝奎 +1 位作者 黄磊 冯媛媛 《测绘学报》 北大核心 2025年第11期2068-2080,共13页
采用ByteTrack算法对高速公路巡检车摄像头捕捉到的广告牌进行跟踪,能够提取广告牌视频画面、出现时间节点信息。然而该算法面临着遮挡问题及误跟踪非广告牌目标的挑战,为此,对ByteTrack算法作出以下改进研究。首先,在目标被标识为跟踪I... 采用ByteTrack算法对高速公路巡检车摄像头捕捉到的广告牌进行跟踪,能够提取广告牌视频画面、出现时间节点信息。然而该算法面临着遮挡问题及误跟踪非广告牌目标的挑战,为此,对ByteTrack算法作出以下改进研究。首先,在目标被标识为跟踪ID前需创建缓冲轨迹,直至此轨迹满足预激活判定条件,对处于丢失状态的目标轨迹判断遮挡状态,当预激活目标与遮挡目标符合类别、外观及方位向量等条件时,进行两目标之间的匈牙利匹配;然后,参考Botsort、ByteTrack算法中卡尔曼滤波参数设置特点,使用遗传算法分别对XYAH、XYWH编码方式下卡尔曼滤波关键参数进行调节,对比选择预测效果最佳的卡尔曼滤波。本文以长株潭城市群部分高速公路为试验对象,研究结果表明,相较于原始ByteTrack算法,本文方法的Hota、Mota、IDF指标分别提高了1.318、11.682、2.033个百分比;对比其他的多目标跟踪算法,改进的ByteTrack算法除了FP值略高于Ocsort算法,其他各个指标都优于Botsort、Deepocsort、Hybridsort等算法。改进的ByteTrack算法实现了高速公路广告牌目标的良好跟踪,为高速公路广告牌智能巡检技术提供了参考。 展开更多
关键词 高速公路 巡检车 广告牌 Bytetrack 多目标跟踪
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FST对猪卵巢颗粒细胞增殖凋亡及激素分泌的影响
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作者 刘晨龙 季华员 +3 位作者 卢丹 万明春 胡耀 周泉勇 《畜牧兽医学报》 北大核心 2025年第3期1242-1251,共10页
旨在明确卵泡抑素(follistatin,FST)对猪卵巢颗粒细胞增殖、凋亡和激素分泌的影响,以期为探讨FST在猪卵泡生长过程中发挥的作用提供科学依据。本研究以永生化猪卵巢颗粒细胞为试验材料,将细胞分为过表达对照组、过表达组、干扰对照组和... 旨在明确卵泡抑素(follistatin,FST)对猪卵巢颗粒细胞增殖、凋亡和激素分泌的影响,以期为探讨FST在猪卵泡生长过程中发挥的作用提供科学依据。本研究以永生化猪卵巢颗粒细胞为试验材料,将细胞分为过表达对照组、过表达组、干扰对照组和干扰组共4个试验组,每个试验组设置3个重复孔,根据FST基因的mRNA序列构建过表达质粒和设计siRNA,通过将其转染至颗粒细胞中,验证过表达及抑制效果。使用CCK-8和流式细胞法分析转染24、48和72 h后颗粒细胞增殖及凋亡情况,ELISA法检测细胞中雌二醇和孕酮含量变化,并进一步利用RT-PCR和WB法分别检测此过程中增殖、凋亡和激素合成相关基因的mRNA和蛋白表达水平。结果表明,构建的过表达质粒和siRNA可显著改变细胞中FST的表达水平(P<0.01),且转染至猪卵巢颗粒细胞后,FST抑制细胞增殖,诱导细胞凋亡,并可显著降低细胞中增殖凋亡相关基因FSHR、GDF9、BCL2、CDKN 1B的mRNA(P<0.05)和蛋白表达水平(P<0.01)。而干扰FST后,卵巢颗粒细胞中雌二醇和孕酮的含量极显著增加(P<0.01),且STAR、CYP 11A1、CYP 19A1、3β-HSD、17β-HSD等激素合成相关基因的mRNA和蛋白表达量同样极显著升高(P<0.01)。综上所述,在猪卵巢颗粒细胞中,FST基因表达水平的降低可有效促进细胞的增殖及雌二醇和孕酮的分泌,这一作用发挥可能与上调增殖凋亡相关基因和激素合成限速酶的表达有关。 展开更多
关键词 fst 颗粒细胞 增殖凋亡 雌二醇 孕酮
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基于改进YOLOv8-Track的芝麻单株蒴果检测计数研究 被引量:1
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作者 李琛昊 王川 +5 位作者 李国强 赵巧丽 杨萍 王凯 常升龙 郑国清 《河南农业科学》 北大核心 2025年第4期155-166,共12页
单株蒴果数是芝麻产量构成的重要因素。为实现单株芝麻蒴果的准确检测计数,使用目标检测、多目标追踪等技术,动态追踪单株蒴果,有助于提高芝麻育种和栽培管理效率。针对芝麻蒴果小目标、生长密集、遮挡重叠等现象,以YOLOv8-Track为基准... 单株蒴果数是芝麻产量构成的重要因素。为实现单株芝麻蒴果的准确检测计数,使用目标检测、多目标追踪等技术,动态追踪单株蒴果,有助于提高芝麻育种和栽培管理效率。针对芝麻蒴果小目标、生长密集、遮挡重叠等现象,以YOLOv8-Track为基准模型,在特征融合网络中引入小目标检测头和Shuffle attention注意力机制,在模型后处理阶段引入MPDIOU损失函数,构建了SD-YOLOv8-Track模型。然后利用模型ByteTrack多目标追踪算法的ID计数方法,以芝麻单株旋转视频作为模型输入,追踪统计芝麻蒴果数。结果表明,以单幅图片为输入,SD-YOLOv8-Track模型检测蒴果的准确率、召回率、平均精度分别为92.25%、92.4%、92.58%,比原模型YOLOv8-Track分别提高5.94、6.6、6.31百分点。以单株旋转视频为输入,SD-YOLOv8-Track模型的多目标追踪准确率、多目标追踪精确率分别为89.42%、88.23%,比原模型分别提高4.23、4.60百分点。SD-YOLOv8-Track模型检测蒴果的平均计数准确率、漏检率、误检率分别为93.27%、3.85%、2.88%,平均计数准确率比原模型提高5.61百分点,漏检率和误检率比原模型分别降低3.84、1.77百分点。改进后的SD-YOLOv8-Track模型具有较好的芝麻单株蒴果检测性能,适用于芝麻单株蒴果的动态完整计数。 展开更多
关键词 芝麻蒴果 检测计数 多目标追踪 动态计数 Shuffle attention MPDIOU YOLOv8-track
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基于TRACK模式的研究生医学生理学课程案例库建设与应用
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作者 周寿红 王娟 +3 位作者 朱肖 唐建红 尹凯 郑楚 《卫生职业教育》 2025年第5期19-23,共5页
TRACK模式是将一门课程分为若干个专题讲座的课程教学模式,将TRACK模式引入研究生医学生理学课程教学中,不仅可以使研究生在分析实际疾病的同时,有效提高自身的创新能力和科研水平,而且能激发其学习兴趣,明显增强教学效果,使教师真正做... TRACK模式是将一门课程分为若干个专题讲座的课程教学模式,将TRACK模式引入研究生医学生理学课程教学中,不仅可以使研究生在分析实际疾病的同时,有效提高自身的创新能力和科研水平,而且能激发其学习兴趣,明显增强教学效果,使教师真正做到以德育人、以德立人,从而为构建TRACK式医学生理学课程案例库提供参考。 展开更多
关键词 医学生理学 案例库 track模式
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