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我国“高空抛坠物”侵权规则适用的三段证成——兼论《民法典》第1254条适用的司法范式
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作者 郑志涛 《海南大学学报(人文社会科学版)》 2025年第1期142-150,共9页
通过检视现行立法规范和实务适用逻辑,针对司法范式缺陷与适用困境,结合民法解释学,在大前提、小前提和结论三段结构中论证“高空抛坠物”侵权责任的法律适用,有助于提升司法裁判的可预期性。“小前提”系侵权案件事实,“大前提”系《... 通过检视现行立法规范和实务适用逻辑,针对司法范式缺陷与适用困境,结合民法解释学,在大前提、小前提和结论三段结构中论证“高空抛坠物”侵权责任的法律适用,有助于提升司法裁判的可预期性。“小前提”系侵权案件事实,“大前提”系《民法典》第1254条之规定,“法律解释”系“大前提”和“小前提”之连结。将法律解释置于“大前提”和“小前提”之间,并推导“结论”的三段论证,有助正本溯源,统一类案之间法律适用。首先,由法律解释确定某法律规范是否适用;其次,通过法律解释规范“大前提”对“小前提”的理解和适用;最后,形成稳定的司法范式得出符合预期的“结论”。 展开更多
关键词 高空抛坠物 侵权责任 公平责任
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Bioinspired Passive Tactile Sensors Enabled by Reversible Polarization of Conjugated Polymers
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作者 Feng He Sitong Chen +3 位作者 Ruili Zhou Hanyu Diao Yangyang Han Xiaodong Wu 《Nano-Micro Letters》 SCIE EI CAS 2025年第1期361-377,共17页
Tactile perception plays a vital role for the human body and is also highly desired for smart prosthesis and advanced robots.Compared to active sensing devices,passive piezoelectric and triboelectric tactile sensors c... Tactile perception plays a vital role for the human body and is also highly desired for smart prosthesis and advanced robots.Compared to active sensing devices,passive piezoelectric and triboelectric tactile sensors consume less power,but lack the capability to resolve static stimuli.Here,we address this issue by utilizing the unique polarization chemistry of conjugated polymers for the first time and propose a new type of bioinspired,passive,and bio-friendly tactile sensors for resolving both static and dynamic stimuli.Specifically,to emulate the polarization process of natural sensory cells,conjugated polymers(including poly(3,4-ethylenedioxythiophen e):poly(styrenesulfonate),polyaniline,or polypyrrole)are controllably polarized into two opposite states to create artificial potential differences.The controllable and reversible polarization process of the conjugated polymers is fully in situ characterized.Then,a micro-structured ionic electrolyte is employed to imitate the natural ion channels and to encode external touch stimulations into the variation in potential difference outputs.Compared with the currently existing tactile sensing devices,the developed tactile sensors feature distinct characteristics including fully organic composition,high sensitivity(up to 773 mV N^(−1)),ultralow power consumption(nW),as well as superior bio-friendliness.As demonstrations,both single point tactile perception(surface texture perception and material property perception)and two-dimensional tactile recognitions(shape or profile perception)with high accuracy are successfully realized using self-defined machine learning algorithms.This tactile sensing concept innovation based on the polarization chemistry of conjugated polymers opens up a new path to create robotic tactile sensors and prosthetic electronic skins. 展开更多
关键词 Passive tactile sensors Reversible polarization of conjugated polymers Tactile perception Machine learning algorithm Object recognition
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Canadian Agility and Movement Skill Assessment(CAMSA):Validity, objectivity, and reliability evidence for children 8–12 years of age 被引量:11
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作者 Patricia E.Longmuir Charles Boyer +6 位作者 Meghann Lloyd Michael M.Borghese Emily Knight Travis J.Saunders Elena Boiarskaia Weimo Zhu Mark S.Tremblay 《Journal of Sport and Health Science》 SCIE 2017年第2期231-240,共10页
Purpose: The primary aim of this study was to develop an assessment of the fundamental, combined, and complex movement skills required to support childhood physical literacy. The secondary aim was to establish the fea... Purpose: The primary aim of this study was to develop an assessment of the fundamental, combined, and complex movement skills required to support childhood physical literacy. The secondary aim was to establish the feasibility, objectivity, and reliability evidence for the assessment.Methods: An expert advisory group recommended a course format for the assessment that would require children to complete a series of dynamic movement skills. Criterion-referenced skill performance and completion time were the recommended forms of evaluation. Children, 8–12 years of age, self-reported their age and gender and then completed the study assessments while attending local schools or day camps. Face validity was previously established through a Delphi expert(n = 19, 21% female) review process. Convergent validity was evaluated by age and gender associations with assessment performance. Inter-and intra-rater(n = 53, 34% female) objectivity and test–retest(n = 60, 47% female) reliability were assessed through repeated test administration.Results: Median total score was 21 of 28 points(range 5–28). Median completion time was 17 s. Total scores were feasible for all 995 children who self-reported age and gender. Total score did not differ between inside and outside environments(95% confidence interval(CI) of difference:-0.7 to 0.6;p = 0.91) or with/without footwear(95%CI of difference:-2.5 to 1.9; p = 0.77). Older age(p < 0.001, η2= 0.15) and male gender(p < 0.001, η2= 0.02)were associated with a higher total score. Inter-rater objectivity evidence was excellent(intraclass correlation coefficient(ICC) = 0.99) for completion time and substantial for skill score(ICC = 0.69) for 104 attempts by 53 children(34% female). Intra-rater objectivity was moderate(ICC = 0.52) for skill score and excellent for completion time(ICC = 0.99). Reliability was excellent for completion time over a short(2–4 days; ICC = 0.84) or long(8–14days; ICC = 0.82) interval. Skill score reliability was moderate(ICC = 0.46) over a short interval, and substantial(ICC = 0.74) over a long interval.Conclusion: The Canadian Agility and Movement Skill Assessment is a feasible measure of selected fundamental, complex and combined movement skills, which are an important building block for childhood physical literacy. Moderate-to-excellent objectivity was demonstrated for children 8–12 years of age. Test–retest reliability has been established over an interval of at least 1 week. The time and skill scores can be accurately estimated by 1 trained examiner. 展开更多
关键词 Agility course CHILDREN Dynamic motor skill Locomotor skill Object manipulation Population assessment
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整车主动悬架滑模控制及多目标优化
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作者 高坤明 孙术华 邵素娟 《山东理工大学学报(自然科学版)》 CAS 2025年第1期7-12,共6页
为改善车辆主动悬架系统性能,在建立整车主动悬架系统模型的基础上,结合滑模变结构控制理论,提出了一种基于多目标优化的主动悬架系统控制参数的优化方法。基于滑模面到达条件结合李雅普诺夫稳定性理论对滑模控制器进行稳定性验证,建立... 为改善车辆主动悬架系统性能,在建立整车主动悬架系统模型的基础上,结合滑模变结构控制理论,提出了一种基于多目标优化的主动悬架系统控制参数的优化方法。基于滑模面到达条件结合李雅普诺夫稳定性理论对滑模控制器进行稳定性验证,建立以车身侧倾角加速度、车身俯仰角加速度和车身垂直加速度为控制目标的多目标优化问题,并利用粒子群算法对控制器参数进行优化。仿真结果表明,优化后主动悬架系统的3个控制目标函数值较优化前分别减小了10.3%、27.3%和20.0%,基于多目标优化的整车主动悬架滑模控制策略改善了整车的乘坐舒适性和操纵稳定性。 展开更多
关键词 整车主动悬架 滑模控制 多目标优化 粒子群算法 数值分析
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Somewhere This Side of the View from Nowhere: On the Phenomenological Prepredicative Grounding of the Idea of Objectivity
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作者 Andrea Altobrando 《学术界》 CSSCI 北大核心 2019年第1期197-211,共15页
Although objectivity is mainly accounted for in terms of linguistic thought and communication,in this article I will aim to showthat at least one condition of possibility for our understanding of objectivity is ground... Although objectivity is mainly accounted for in terms of linguistic thought and communication,in this article I will aim to showthat at least one condition of possibility for our understanding of objectivity is grounded on a prepredicative,i. e. pre-linguistic and pre-communicative,level. I will endorse a Husserlian viewpoint on the issue,and I will try to develop some aspects of the Husserlian account of three-dimensional thing-perception by means of which I will showhowprepredicative experience can actually offer us a fundamental element of our common understanding of objectivity. In doing this,it will be necessary to acknowledge thing-perception as being primarily intertwined with indeterminacy. I will claim that only on the basis of such an intuitive and prepredicative access to the things as partially indeterminate,first,and as determinable,second,is it possible to have an understanding of the world as something (at least partially) independent from the intuition (s) all subjects can have of it. By means of the addition of a consciousness of the thing as accessible to other subjects,one achieves a vision of the thing as fully determinate in itself. This"vision",however,takes one to be aware of the determination of the thing as lying beyond any intuitive grasp of it. The result will,thus,be that the prepredicative constitution of our basic sense of objectivity leads us to intend the world as something which should be accounted for (also) by means of sources different from intuition. 展开更多
关键词 objectivity thing-perception prepredicative experience INDETERMINACY Husserlian EPISTEMOLOGY
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ON UNIQUENESS,EXISTENCE AND OBJECTIVITY OF S-R DECOMPOSITION THEOREM
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作者 陈勉 梁景伟 +1 位作者 陈熙 陈至达 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1997年第9期817-823,共7页
For a physically possible deformation field of a continuum, the deformation gradient function F can be decomposed into direct sum of a symmetric tensor S and on orthogonal tensor R, which is called S-R decomposition t... For a physically possible deformation field of a continuum, the deformation gradient function F can be decomposed into direct sum of a symmetric tensor S and on orthogonal tensor R, which is called S-R decomposition theorem. In this paper, the S-R decomposition unique existence theorem is proved, by employing matrix and tensor method. Also, a brief proof of its objectivity is given. 展开更多
关键词 S-R decomposition theorem UNIQUENESS EXISTENCE objectivity
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Viewpoint Arrangement and Mental Space Configuration: A Cognitive Analysis on Objectivity Construction in Journalistic Narratives
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作者 LI Gui-dong 《Journal of Literature and Art Studies》 2019年第3期301-309,共9页
This paper presents an analysis on how objectivity is discursively constructed in journalistic narratives by drawing on the theories of viewpoint and mental space in Cognitive Linguistics. It is posited that at least ... This paper presents an analysis on how objectivity is discursively constructed in journalistic narratives by drawing on the theories of viewpoint and mental space in Cognitive Linguistics. It is posited that at least three mental spaces are projected by a narrative discourse, i.e., a narrated event space, a narrating space, and a basic space, and the distance between the first two spaces determines the degree of objectivity in the narrative discourse. A schema which represents the configuration of the different spaces is proposed and applied in the analysis of journalistic narratives to explore the strategies of objectivity construction. The analysis reveals that what the different journalistic narratives have in common in the construction of objectivity is to distance the narrated event space and the narrating space with the former being foregrounded in the viewpoint arrangement. 展开更多
关键词 VIEWPOINT MENTAL space objectivity journalistic NARRATIVE
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Subjectivity Versus Objectivity in Teaching Foreign Language
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作者 Miguel Neneve Lusinilda Carla Martins 《Cultural and Religious Studies》 2017年第3期134-141,共8页
In this paper we propose to discuss the issue of subjectivity versus objectivity teaching practice of foreign language, especially English, in Brazil. Starting from the short story "The Parrot and Descartes" by Paul... In this paper we propose to discuss the issue of subjectivity versus objectivity teaching practice of foreign language, especially English, in Brazil. Starting from the short story "The Parrot and Descartes" by Pauline Melville, we argue that Cartesianism has influenced a view on education which tends to consider good and valuable what is "scientific", "objective" and "universal". The subjective and the local seem to be considered undesirable and unreliable. Brazilian scholars on the education field, such as Coracini and Souza are important support for our argument. 展开更多
关键词 foreign language teaching subejctivity objectivity RATIONALISM
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Mechanization of Hearing in Chao Yuen Ren’s Dialect Research,1927-1936:Senses,Objectivity,and Observation
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作者 Chen-Pang Yeang 《Chinese Annals of History of Science and Technology》 2019年第2期94-117,共24页
When scientific research began in early twentieth-century China,a key issue was the acquisition of reliable empirical information through objective and precise observations.This article examines a specific case where ... When scientific research began in early twentieth-century China,a key issue was the acquisition of reliable empirical information through objective and precise observations.This article examines a specific case where a scientist grappled with such an issue:the linguist Chao Yuen Ren’s application of mechanical means in his phonetic studies.In the 1920s–1930s,Chao conducted a series of field and lab studies on the dialects in southern and central China.In contrast to traditional scholars’exclusive reliance on sharp ears and rhyme books,Chao employed mechanical devices to inscribe and analyze the spectrographs of dialectical tones and used phonographs to record the articulations of his subjects.It is demonstrated that Chao’s machines not only provided a new method of observation;they also altered the theoretical understanding of certain fundamental categories in Chinese phonology,such as tones.Moreover,Chao did not aim to replace human perception with automatic mechanisms in empirical investigations.Rather,the use of machines in his research called for an active and engaged scientific persona. 展开更多
关键词 mechanical objectivity PHONETICS TONE phonograph Chinese dialects
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On the Linguistic Aspects of Objectivity in English Journalism
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作者 Li Ganbin 《赣南师范学院学报》 1997年第2期90-95,共6页
OntheLinguisticAspectsofObjectivityinEnglishJournalism①LiGanbinAbstractObjectivityisaverycomplexandimportant... OntheLinguisticAspectsofObjectivityinEnglishJournalism①LiGanbinAbstractObjectivityisaverycomplexandimportantaspectinnewsrepor... 展开更多
关键词 LINGUISTIC objectivity JOURNALISM techniques INTRODUCTION
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Objectivity in the historiography of COVID-19 pandemic
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作者 Orhan Onder 《History & Philosophy of Medicine》 2022年第3期6-8,共3页
The world is facing a once-in-a-lifetime situation:the COVID-19 pandemic.During the pandemic,the World Health Organization announced an infodemic as well.This infodemic caused infollution and sparked many controversie... The world is facing a once-in-a-lifetime situation:the COVID-19 pandemic.During the pandemic,the World Health Organization announced an infodemic as well.This infodemic caused infollution and sparked many controversies.Pandemics as extraordinary occurrences are always attractive to historians.However,infodemics and biased information threaten objective history-writing.Objectivity as it regards historians is already a much-discussed subject.In this commentary,the fundamental theories about objectivity are delineated.Second,the relationship between the infodemic and COVID-19 pandemic is explained.Lastly,the problems regarding objectivity in the historiography of the COVID-19 pandemic are explored. 展开更多
关键词 COVID-19 PANDEMIC infodemic HISTORIOGRAPHY objectivity fake news
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The Objectivity of China English
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作者 谢芳 《海外英语》 2013年第20期248-249,共2页
China English, as one of the English varieties, is an objective reality. It is different from Chinglish which is an interlanguage for Chinese English learners. This paper expresses the definition of China English, its... China English, as one of the English varieties, is an objective reality. It is different from Chinglish which is an interlanguage for Chinese English learners. This paper expresses the definition of China English, its objectivity and manifestations in terms of pronunciation, vocabulary, syntax and text. 展开更多
关键词 China ENGLISH objectivity ACCEPTABILITY
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Subjectivities of the Scientific Endeavor:Noting the Illusion of Objectivity in the History of Science and Medicine
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作者 Imanni K.Sheppard 《History & Philosophy of Medicine》 2022年第1期4-8,共5页
The history of science and medicine has long been steeped in the notion that they are objective(untainted by the philosophical and ideological ebbs and flows of society)and utilitarian(doing what is best for the great... The history of science and medicine has long been steeped in the notion that they are objective(untainted by the philosophical and ideological ebbs and flows of society)and utilitarian(doing what is best for the greater good).Because of this,scientific and medical epistemologies and praxis are often held to an esteem that is unquestioned,celebrated,and occasionally unchecked.A closer look at the history of science and medicine,however,readily reveal the extent to which the milieu of society has informed scientific and medical endeavors.As such,an understanding of how the subjectivities of scientific and medical endeavors situate within our contemporary disciplines and practices is significant to one’s ability to truly understand said disciplines.Likewise,such an evaluation will provide insight into our role in perpetuating the illusion of objectivity in these fields.With this in mind,this paper provides a philosophical and historical examination of the concept of objectivity(in contrast to subjectivity)in science and medicine. 展开更多
关键词 objectivity SUBJECTIVITY history of science history of medicine natural law
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图像引导和点云空间约束的公路洒落物检测定位方法 被引量:1
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作者 蔡怀宇 杨朝乾 +2 位作者 崔子扬 汪毅 陈晓冬 《光电工程》 CAS CSCD 北大核心 2024年第3期129-141,共13页
公路洒落物是影响交通安全的重要因素之一,为了解决中小尺度公路洒落物检测中的漏检、误检以及难以定位等问题,本文提出了一种图像引导和点云空间约束的公路洒落物检测定位方法。该方法使用改进的YOLOv7-OD网络处理图像数据获取二维目... 公路洒落物是影响交通安全的重要因素之一,为了解决中小尺度公路洒落物检测中的漏检、误检以及难以定位等问题,本文提出了一种图像引导和点云空间约束的公路洒落物检测定位方法。该方法使用改进的YOLOv7-OD网络处理图像数据获取二维目标预测框信息,将目标预测框投影到激光雷达坐标系下得到锥形感兴趣区域(region of interest,ROI)。在ROI区域内的点云空间约束下,联合点云聚类和点云生成算法获得不同尺度的洒落物在三维空间中的检测定位结果。实验表明:改进的YOLOv7-OD网络在中尺度目标上的召回率和平均精度分别为85.4%和82.0%,相比YOLOv7网络分别提升6.6和8.0个百分点;在小尺度目标上的召回率和平均精度分别为66.8%和57.3%,均提升5.3个百分点;洒落物定位方面,对于距离检测车辆30~40 m处的目标,深度定位误差为0.19 m,角度定位误差为0.082°,实现了多尺度公路洒落物的检测和定位。 展开更多
关键词 公路洒落物 图像 激光雷达点云 目标检测
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CNN-Transformer特征融合多目标跟踪算法 被引量:4
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作者 张英俊 白小辉 谢斌红 《计算机工程与应用》 CSCD 北大核心 2024年第2期180-190,共11页
在卷积神经网络(CNN)中,卷积运算能高效地提取目标的局部特征,却难以捕获全局表示;而在视觉Transformer中,注意力机制可以捕获长距离的特征依赖,但会忽略局部特征细节。针对以上问题,提出一种基于CNN-Transformer双分支主干网络进行特... 在卷积神经网络(CNN)中,卷积运算能高效地提取目标的局部特征,却难以捕获全局表示;而在视觉Transformer中,注意力机制可以捕获长距离的特征依赖,但会忽略局部特征细节。针对以上问题,提出一种基于CNN-Transformer双分支主干网络进行特征提取和融合的多目标跟踪算法CTMOT(CNN-transformer multi-object tracking)。使用基于CNN和Transformer双分支并行的主干网络分别提取图像的局部和全局特征。使用双向桥接模块(two-way braidge module,TBM)对两种特征进行充分融合。将融合后的特征输入两组并行的解码器进行处理。将解码器输出的检测框和跟踪框进行匹配,完成多目标跟踪任务。在多目标跟踪数据集MOT17、MOT20、KITTI以及UADETRAC上进行评估,CTMOT算法的MOTP和IDs指标在四个数据集上均达到了SOTA效果,MOTA指标分别达到了76.4%、66.3%、92.36%和88.57%,在MOT数据集上与SOTA方法效果相当,在KITTI数据集上达到SOTA效果。由于同时完成目标检测和关联,能够端到端进行目标跟踪,跟踪速度可达35 FPS,表明CTMOT算法在跟踪的实时性和准确性上达到了较好的平衡,具有较大潜力。 展开更多
关键词 多目标跟踪 TRANSFORMER 特征融合
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“天问二号”任务科学目标和有效载荷配置 被引量:1
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作者 李春来 刘建军 +4 位作者 任鑫 严韦 张舟斌 李海英 欧阳自远 《深空探测学报(中英文)》 CSCD 北大核心 2024年第3期304-310,共7页
回顾了近30年国际上小行星探测任务的科学目标和载荷配置。在总结小行星探测主要科学问题的基础上,对中国行星探测工程“天问二号”探测任务的对象选择、科学目标和有效载荷配置进行了论述。围绕实现科学目标探测,并提出了相应的科学研... 回顾了近30年国际上小行星探测任务的科学目标和载荷配置。在总结小行星探测主要科学问题的基础上,对中国行星探测工程“天问二号”探测任务的对象选择、科学目标和有效载荷配置进行了论述。围绕实现科学目标探测,并提出了相应的科学研究内容和有效载荷技术指标。 展开更多
关键词 天问二号 小行星探测 科学目标 有效载荷
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基于改进YOLOX与多级数据关联的行人多目标跟踪算法研究 被引量:2
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作者 韩锟 彭晶莹 《铁道科学与工程学报》 EI CAS CSCD 北大核心 2024年第1期94-105,共12页
目标跟踪是计算机视觉领域的基本问题,行人多目标跟踪在智能监控、智慧交通等多个领域有着广泛的应用前景。然而实际跟踪场景中存在频繁遮挡、尺度变化等情况,给多目标跟踪算法带来了极大的挑战。为了进一步提升跟踪精度,在DeepSORT的... 目标跟踪是计算机视觉领域的基本问题,行人多目标跟踪在智能监控、智慧交通等多个领域有着广泛的应用前景。然而实际跟踪场景中存在频繁遮挡、尺度变化等情况,给多目标跟踪算法带来了极大的挑战。为了进一步提升跟踪精度,在DeepSORT的基础上,提出一种基于改进YOLOX与多级数据关联的行人多目标跟踪算法。对于检测器,为了增强网络的特征表达能力,提高检测精度,在YOLOX骨架网络与颈部网络分别引入ECA通道注意力模块与ASFF自适应特征融合模块。对于身份识别特征,为了减少数据关联步骤的错误匹配数量,提高跟踪效率,使用轻量的OSNet重识别网络与NSA卡尔曼滤波获取目标特征。对于数据关联,为了减少身份切换次数,避免目标丢失,将检测与跟踪都进行分类处理,使用不同的相似性计算方法,实现基于检测置信度与轨迹状态的多级数据关联。实验结果表明:与改进前YOLOX与DeepSORT简单结合的算法相比,在YOLOX中引入ECA模块与ASFF模块使误检数量大幅降低,使用YOLOX-s模型时降幅可达17%;结合OSNet模型与NSA卡尔曼滤波的特征提取方法能提高跟踪稳定性,IDF1指标提高0.77%,IDSW减少947;基于检测置信度与轨迹状态的多级数据关联算法可以明显改善跟踪性能,MOTA指标提升3.36%。算法最终在MOT17与MOT20测试集上的MOTA达80.4%与77.7%,IDF1达78.4%与76.7%。提出的行人多目标跟踪方法相较于其他先进算法在跟踪精度与跟踪速度上达到更好的平衡,可为工业上在线行人多目标跟踪应用提供参考。 展开更多
关键词 多目标跟踪 目标检测 注意力机制 数据关联 计算机视觉
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狭长空间内重载调姿装配机器人的设计与研究 被引量:2
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作者 刘毅 易旺民 +3 位作者 姚建涛 王兴达 余鹏 赵永生 《中国机械工程》 EI CAS CSCD 北大核心 2024年第2期324-336,共13页
针对舱体类狭长空间内部待安装设备种类多、批量大、载荷重、空间余量微小、装配路径复杂、装配风险高等问题,设计了一种重载调姿装配机器人。在机器人运动学研究的基础上,建立了误差模型,并以最小包围球半径为约束条件,通过遗传算法将... 针对舱体类狭长空间内部待安装设备种类多、批量大、载荷重、空间余量微小、装配路径复杂、装配风险高等问题,设计了一种重载调姿装配机器人。在机器人运动学研究的基础上,建立了误差模型,并以最小包围球半径为约束条件,通过遗传算法将误差参数的辨识结果补偿到机器人控制系统。以机柜装配为例,针对空间约束条件规划工作路径,基于动力学约束能耗函数模型,以时间、冲击和能耗为优化目标,得到多目标最优轨迹。样机实验验证了误差参数辨识的有效性,减小了机器人的绝对定位误差,且多目标最优轨迹的关节总冲击小、运动平稳,实现了机柜类设备高效、平稳、可靠的安装。 展开更多
关键词 装配机器人 运动学建模 多目标优化 误差补偿
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基于红外相机和毫米波雷达融合的烟雾遮挡无人驾驶车辆目标检测与跟踪 被引量:1
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作者 熊光明 罗震 +3 位作者 孙冬 陶俊峰 唐泽月 吴超 《兵工学报》 EI CAS CSCD 北大核心 2024年第3期893-906,共14页
战场环境下无人驾驶车辆的感知系统易受烟雾、扬尘等天气的影响,对关键目标的检测与跟踪能力大大下降,造成目标漏检、目标误检、目标丢失等严重后果。针对该问题,开发毫米波雷达和红外相机融合系统,采用目标级融合方式建立简洁有效的融... 战场环境下无人驾驶车辆的感知系统易受烟雾、扬尘等天气的影响,对关键目标的检测与跟踪能力大大下降,造成目标漏检、目标误检、目标丢失等严重后果。针对该问题,开发毫米波雷达和红外相机融合系统,采用目标级融合方式建立简洁有效的融合规则,提炼和组合各传感器的优势信息,最终输出稳定的目标感知结果。对毫米波雷达的目标进行有效性检验和提取,并提出改进的基于密度的含噪声空间聚类应用算法,以减少毫米波雷达噪音干扰。以YOLOv4网络为基础,引入MobileNetv2主干网络,在网络训练过程中运用迁移学习方法,同时对红外数据样本进行扩充,解决了红外图像训练样本少的问题。试验结果表明,相较于仅基于红外相机的算法,融合检测算法在烟雾环境下的精度显著提升,且算法实时性高,实现了烟雾环境下毫米波雷达与红外相机融合的目标检测与跟踪,提高了无人驾驶车辆目标检测与跟踪系统的抗烟雾干扰能力。 展开更多
关键词 无人驾驶车辆 烟雾遮挡 红外相机 毫米波雷达 目标检测 目标跟踪 改进YOLOv4网络
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改进YOLOv5模型在自然环境下柑橘识别的应用 被引量:2
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作者 帖军 赵捷 +2 位作者 郑禄 吴立锋 洪博文 《中国农业科技导报》 CAS CSCD 北大核心 2024年第7期111-120,共10页
在复杂的自然环境中绿色柑橘生长形态各异,颜色与背景色相近,为有效识别绿色柑橘,提出一种基于混合注意力机制并改进YOLOv5模型的柑橘识别方法。首先,改进YOLOv5的网络结构,在主干网络中添加混合注意力机制,即在主干网络中的第2层嵌入SE... 在复杂的自然环境中绿色柑橘生长形态各异,颜色与背景色相近,为有效识别绿色柑橘,提出一种基于混合注意力机制并改进YOLOv5模型的柑橘识别方法。首先,改进YOLOv5的网络结构,在主干网络中添加混合注意力机制,即在主干网络中的第2层嵌入SE(squeeze and excitation)注意力,第11层嵌入CA(coordinate attention)注意力;其次,改进网络模型特征融合结构,将YOLOv5模型Concat特征融合操作的下层分支放在模型C3模块之前,再与另一条上层分支进行特征融合;最后,改进模型分类损失函数,将YOLOv5模型的分类损失函数改成Varifocal Loss函数,加强绿色柑橘特征信息的提取,提高绿色柑橘检测精度。根据自然环境和柑橘自身的特点,对自建数据集进行分类,设计3组不同分类场景下柑橘的对比试验以验证其有效性。试验结果表明,改进后的YOLOv5-SC模型准确率为91.74%,平均精度为95.09%,F1为89.56%,在自然环境下对绿色柑橘的识别具有更高的准确率和更好的鲁棒性,为绿色水果智能采摘提供技术支持。 展开更多
关键词 目标检测 YOLOv5 注意力机制 损失函数 绿色柑橘
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