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WiLCount:一种适用于无线感知场景的轻量级人数识别模型
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作者 段鹏松 张伊航 +2 位作者 方焘 曹仰杰 王超 《计算机科学》 北大核心 2025年第10期317-327,共11页
针对CSI中空间特征缺失导致人数识别模型精度有限且计算复杂度较高的问题,提出了一种基于幅相融合的轻量级人数识别模型WiLCount。首先,针对原始相位信息中存在载波频率偏移和采样频率偏移而无法直接使用的问题,使用线性变换方法对相位... 针对CSI中空间特征缺失导致人数识别模型精度有限且计算复杂度较高的问题,提出了一种基于幅相融合的轻量级人数识别模型WiLCount。首先,针对原始相位信息中存在载波频率偏移和采样频率偏移而无法直接使用的问题,使用线性变换方法对相位信息进行校准;其次,将幅相数据重构为二维图像,以充分利用CSI信息中蕴含的人数空间映射特征;最后,融合深度可分离卷积与多分支结构技术,设计了一种轻量级的人数识别模型WiLCount。目前,在Wi-Fi感知人数领域暂无公开数据集,为此精心构建了一个在人数规模、行为种类均处于业界领先水平的自采数据集,并已公开。实验结果表明,WiLCount在自采数据集上的识别准确率高达99.58%,参数规模仅为同类模型的4%,相比现有方法有显著提升,且具有较好的鲁棒性。 展开更多
关键词 Wi-Fi感知 信道状态信息 人数识别 幅相融合 深度可分离卷积
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Can Emax and platelet count truly differentiate between benign and malignant liver lesions?
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作者 Manjeet Kumar Goyal Omesh Goyal 《World Journal of Gastroenterology》 SCIE CAS 2025年第3期120-122,共3页
This letter critically evaluates Jiang et al's article on the differentiation of benign and malignant liver lesions using Emax and platelet count.Despite notable findings,significant methodological and interpretat... This letter critically evaluates Jiang et al's article on the differentiation of benign and malignant liver lesions using Emax and platelet count.Despite notable findings,significant methodological and interpretative limitations are identified.The study lacks detailed assay conditions for Emax measurement,employs inadequate statistical methods without robust multivariate analysis,and does not provide clinically relevant threshold values.The nomogram's reliance on Emax as a major diagnostic contributor is questionable due to attenuation in hepatocellular carcinoma patients with cirrhosis.Moreover,the study's limitations,such as selection bias and confounding factors,are not adequately addressed.Future research should adopt more rigorous methodologies,including prospective studies with larger cohorts and standardized protocols for biomarker measurement,to enhance validity and clinical applicability. 展开更多
关键词 Emax Platelet count Benign liver lesions Malignant liver lesions Hepatocellular carcinoma CIRRHOSIS Diagnostic biomarkers Shear wave elastography Methodological limitations Clinical utility
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eDNA enhances detection efficiency but reveals lower waterbird diversity:A comparison with point counting method
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作者 Hongming Shuai Xiaoru Liu +3 位作者 Yigui Zhang Yuqi Sun Hao Li Zhongqiu Li 《Avian Research》 2025年第2期221-229,共9页
Environmental DNA(e DNA)methods have emerged as a promising tool for studying a broad spectrum of biological taxa.However,metabarcoding studies of avian biodiversity using e DNA have received little attention.In this ... Environmental DNA(e DNA)methods have emerged as a promising tool for studying a broad spectrum of biological taxa.However,metabarcoding studies of avian biodiversity using e DNA have received little attention.In this study,we compared waterbird biodiversity derived from e DNA metabarcoding with that obtained from traditional point counting surveys at 23 sites in Tai Lake of eastern China and evaluated the accuracy of e DNA metabarcoding for waterbird community studies.The point counting method recorded a higher total number of waterbird species(22)compared to the e DNA technique(16).While e DNA achieved a 74.5%detection rate for waterbird species and was able to identify a significantly greater number of species(12.48±1.97)at each sampling site than point counting method(6.13±2.69),particularly highlighting several rare and elusive species,it failed to detect some species commonly observed by the point counting method.The alpha diversity analysis revealed no significant differences in waterbird diversity between the e DNA method and the point counting method,except that the e DNA method exhibited lower Pielou evenness.Waterbird e DNA sequencing abundance correlated significantly with species occurrence,whereas Spearman's analysis indicated no significant difference between e DNA sequence abundance and species abundance from the point counting method.e DNA method detected no significant difference in waterbird composition between sampling sites,while the point counting method revealed significant differences.Consequently,e DNA is an effective complementary tool for assessing the diversity of wintering waterbirds in lakes,though it is unable to capture the full diversity of waterbird communities.It is crucial to develop sampling strategies that comprehensively monitor species composition and integrate e DNA with traditional survey methods for accurate evaluation of community structure. 展开更多
关键词 Environmental DNA Metabarcoding Point counting Species abundance Tai lake Waterbird diversity
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Delayed covering causes the accumulation of motile sperm, leading to overestimation of sperm concentration and motility with a Makler counting chamber
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作者 Lin Yu Qing-Yuan Cheng +4 位作者 Ye-Lin Jia Yan Zheng Ting-Ting Yang Ying-Bi Wu Fu-Ping Li 《Asian Journal of Andrology》 2025年第1期59-64,共6页
According to the World Health Organization(WHO)manual,sperm concentration should be measured using an improved Neubauer hemocytometer,while sperm motility should be measured by manual assessment.However,in China,thous... According to the World Health Organization(WHO)manual,sperm concentration should be measured using an improved Neubauer hemocytometer,while sperm motility should be measured by manual assessment.However,in China,thousands of laboratories do not use the improved Neubauer hemocytometer or method;instead,the Makler counting chamber is one of the most widely used chambers.To study sources of error that could impact the measurement of the apparent concentration and motility of sperm using the Makler counting chamber and to verify its accuracy for clinical application,67 semen samples from patients attending the Department of Andrology,West China Second University Hospital,Sichuan University(Chengdu,China)between 13 September 2023 and 27 September 2023,were included.Compared with applying the cover glass immediately,delaying the application of the cover glass for 5 s,10 s,and 30 s resulted in average increases in the sperm concentration of 30.3%,74.1%,and 107.5%,respectively(all P<0.0001)and in the progressive motility(PR)of 17.7%,30.8%,and 39.6%,respectively(all P<0.0001).However,when the semen specimens were fixed with formaldehyde,a delay in the application of the cover glass for 5 s,10 s,and 30 s resulted in an average increase in the sperm concentration of 6.7%,10.8%,and 14.6%,respectively,compared with immediate application of the cover glass.The accumulation of motile sperm due to delays in the application of the cover glass is a significant source of error with the Makler counting chamber and should be avoided. 展开更多
关键词 concentration improved Neubauer hemocytometer Makler counting chamber MOTILITY SPERM
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A clip-on composite sensor based packaging design method for fiber Bragg grating axle counter
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作者 Mengyao Zhao Xueyun Cao +2 位作者 Longsheng Wang Yang Peng Tao Wang 《Railway Sciences》 2025年第5期647-665,共19页
Purpose–To address the encapsulation challenge of fiber Bragg grating(FBG)sensors in complex railway environments,this paper designs a clip-on composite sensor enabling installation-friendly deployment and long-term ... Purpose–To address the encapsulation challenge of fiber Bragg grating(FBG)sensors in complex railway environments,this paper designs a clip-on composite sensor enabling installation-friendly deployment and long-term axle counting system monitoring.Design/methodology/approach–Wheel–rail mechanical behavior was simulated via finite element analysis(FEA)to determine optimal sensor placement.A clip-on composite sensor was subsequently engineered.Stress transduction efficacy was validated through FEA quantification of stress responses at the axle counter location.Findings–The proposed FBG axle counter integrates temperature compensation and anti-detachment monitoring as well as advantages such as simplified installation with minimal maintenance and sustained operational reliability.It effectively transmits stress,yielding a measured strain of 39μe under static loading conditions without sensitivity-enhancing elements.Originality/value–This study performs FEA of wheel-rail stress distribution and engineers the dual-slot composite sensor,FEAwas conducted to quantify the stress magnitude at the axle sensor position of the dual-slot composite sensor.Additionally,FEA was performed on sensors with different structural configurations,including adjustments to the axle sensor position,number of slots and axle position.The results confirmed that the designed composite sensor exhibits superior stress transfer characteristics. 展开更多
关键词 Fiber Bragg grating Axle counting Finite element Sensor Wheel-rail forces
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Comparative Study on the Correction of Lipemia Interference in Complete Blood Count
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作者 Lirong He 《Journal of Advances in Medicine Science》 2025年第1期1-5,共5页
Background:Lipemia,characterized by elevated triglyceride levels in blood samples,is a prevalent preanalytical interferent in clinical hematology.It leads to erroneous measurements of key complete blood count(CBC)para... Background:Lipemia,characterized by elevated triglyceride levels in blood samples,is a prevalent preanalytical interferent in clinical hematology.It leads to erroneous measurements of key complete blood count(CBC)parameters,including falsely elevated hemoglobin(Hgb)and platelet(PLT)counts.These inaccuracies can compromise diagnostic reliability and patient management.Objective:This review systematically evaluates existing correction methods for lipemic interference in CBC analysis,comparing their efficacy,limitations,and applicability in clinical settings.Methods:We analyze saline replacement,formula-based correction,instrument-specific algorithms,and emerging technologies,supported by experimental and clinical validation data.Conclusion:An optimized,context-dependent strategy is proposed,integrating multiple correction approaches based on lipemia severity.Future research directions,including artificial intelligence(AI)-enhanced corrections and standardized protocols,are discussed to advance hematology testing accuracy. 展开更多
关键词 Lipemic samples Hemoglobin interference Platelet counting Correction methods Hematology analyzers Optimization strategies
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Cluster counting algorithm for the CEPC drift chamber using LSTM and DGCNN
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作者 Zhe-Fei Tian Guang Zhao +7 位作者 Ling-Hui Wu Zhen-Yu Zhang Xiang Zhou Shui-Ting Xin Shuai-Yi Liu Gang Li Ming-Yi Dong Sheng-Sen Sun 《Nuclear Science and Techniques》 2025年第7期14-23,共10页
The particle identification(PID)of hadrons plays a crucial role in particle physics experiments,especially in flavor physics and jet tagging.The cluster counting method,which measures the number of primary ionizations... The particle identification(PID)of hadrons plays a crucial role in particle physics experiments,especially in flavor physics and jet tagging.The cluster counting method,which measures the number of primary ionizations in gaseous detectors,is a promising breakthrough in PID.However,developing an effective reconstruction algorithm for cluster counting remains challenging.To address this challenge,we propose a cluster counting algorithm based on long short-term memory and dynamic graph convolutional neural networks for the CEPC drift chamber.Experiments on Monte Carlo simulated samples demonstrate that our machine learning-based algorithm surpasses traditional methods.It improves the K/πseparation of PID by 10%,meeting the PID requirements of CEPC. 展开更多
关键词 Particle identification Cluster counting Machine learning Drift chamber
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A Method for Small Target Detection and Counting of the End of Drill Pipes Based on the Improved YOLO11n
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作者 Miao Li Xiaojun Li Mingyang Zhao 《Computers, Materials & Continua》 2025年第10期1917-1936,共20页
Aiming at problems such as large errors and low efficiency in manual counting of drill pipes during drilling depth measurement,an intelligent detection and counting method for the small targets at the end of drill pip... Aiming at problems such as large errors and low efficiency in manual counting of drill pipes during drilling depth measurement,an intelligent detection and counting method for the small targets at the end of drill pipes based on the improved YOLO11n is proposed.This method realizes the high-precision detection of targets at drill pipe ends in the image by optimizing the target detection model,and combines a post-processing correction mechanism to improve the drill pipe counting accuracy.In order to alleviate the low-precision problem of YOLO11n algorithm for small target recognition in the complex underground background,the YOLO11n algorithm is improved.First,the key module C3k2 in the backbone network was improved,and Poly Kernel Inception(PKI)Block was introduced to replace Bottleneck in it to fully integrate the target context information and the model’s capability of feature extraction;Second,within the model’s neck network,a new feature fusion pyramid ISOP(Improved Small Object Pyramid)is proposed,SPDConv is introduced to strengthen the P2 feature,and CSP and OmniKernel are combined to integrate multi-scale features;Finally,the default loss function is substituted with Powerful-IoU(PIoU)to solve the anchor box expansion problem.On the self-built dataset,experimental verification was conducted.The findings showed that the Recall rose by 6.4%,mAP@0.5 increased by 4.5%,and mAP@0.5:0.95 improved by 6%compared with the baseline model,effectively solving the issues of false detection and missed detection problems in small target detection task.Meanwhile,we conducted counting tests on drilling videos from 5 different scenarios,achieving an average accuracy of 97.3%,which meets the accuracy needs for drill pipe recognition and counting in coal mine drilling sites.The research findings offer theoretical basis and technical backing for promoting the intelligent development of coal mine gas extraction drilling sites. 展开更多
关键词 YOLO11n drill pipe counting small target PKI Block PIoU loss function
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GENERALIZED COUNTING FUNCTIONS AND COMPOSITION OPERATORS ON WEIGHTED BERGMAN SPACES OF DIRICHLET SERIES
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作者 Min HE Maofa WANG Jiale CHEN 《Acta Mathematica Scientia》 2025年第2期291-309,共19页
In this paper,we study composition operators on weighted Bergman spaces of Dirichlet series.We first establish some Littlewood-type inequalities for generalized mean counting functions.Then we give sufficient conditio... In this paper,we study composition operators on weighted Bergman spaces of Dirichlet series.We first establish some Littlewood-type inequalities for generalized mean counting functions.Then we give sufficient conditions for a composition operator with zero characteristic to be bounded or compact on weighted Bergman spaces of Dirichlet series.The corresponding sufficient condition for compactness in the case of positive characteristics is also obtained. 展开更多
关键词 generalized counting function Dirichlet series composition operator weighted Bergman space
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Effects of superheated steam treatment on the inactivation of microbial counts,enzyme activity and the inhibition of lipid oxidation of rape bee pollen
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作者 Yanxiang Bi Zidan Zhou +7 位作者 Jiabao Ni Sara Zielińska Zhihao Zhang Chunliang Luo Wenjun Peng Na Ma Wenli Tian Xiaoming Fang 《Food Science and Human Wellness》 2025年第10期4188-4199,共12页
The effect of superheated steam(SHS)treatment on the quality characteristics of rape bee pollen were studied,and the efficiency of inactivation and inhibition of lipid oxidation were analyzed to investigate the differ... The effect of superheated steam(SHS)treatment on the quality characteristics of rape bee pollen were studied,and the efficiency of inactivation and inhibition of lipid oxidation were analyzed to investigate the differences between SHS and cobalt-60 isotope(^(60)Co)radiation treatment.The number of total plate count(TPC)and mold colonies(MC)remained within the limits of the standards after SHS treatment at 140℃for 2 min.Neither TPC nor MC were detected after^(60)Co irradiation.Peroxidase(POD)and polyphenol oxidase(PPO)activities significantly decreased with increasing temperature and duration of SHS,while^(60)Co radiation completely inactivated PPO.Compared to^(60)Co radiation,SHS treatment inhibited the deterioration of rape bee pollen by avoiding hydroperoxide production and lipid oxidation due to lack of oxygen.These results suggested SHS under 140℃for 2 min was the most suitable to inactivate the microorganisms and enzymes in rape bee pollen with minimal lipid oxidation. 展开更多
关键词 Rape bee pollen Superheated steam Cobalt-60 isotope radiation Microbial counts Enzymatic activity Lipid oxidation
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Commentary on“Delayed covering causes the accumulation of motile sperm,leading to overestimation of sperm concentration and motility with a Makler counting chamber”
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作者 Elisabetta Tosti 《Asian Journal of Andrology》 2025年第1期135-136,共2页
The analysis of the ejaculate,better known as spermiogram,represents the first and main step to identify whether a series of sperm quality parameters are within the norm and therefore are consistent with normal sperm ... The analysis of the ejaculate,better known as spermiogram,represents the first and main step to identify whether a series of sperm quality parameters are within the norm and therefore are consistent with normal sperm fertilizing capacity.Among these,sperm concentration and motility are the first parameters to be evaluated through an estimation carried out by expert examiners. 展开更多
关键词 identify whether series sperm quality parameters within delayed covering accumulation MOTILITY OVERESTIMATION makler counting chamber motile sperm sperm concentration
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Associations of White Blood Cell,Platelet Count,Platelet-to-White Blood Cell Ratio with Muscle Mass among Community-Dwelling Older Adults in China
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作者 Zhenwei Zhang Yuming Zhao +6 位作者 Hongzhou Chen Li Qi Chen Chen Jun Wang Wenhui Shi Yuebin Lyu Xiaoming Shi 《Biomedical and Environmental Sciences》 2025年第6期693-705,共13页
Objective This study aimed to evaluate the relationships of white blood cell(WBC)count,platelet(PLT)count,and PLT-to-WBC ratio(PWR)with muscle mass in Chinese older adults.Methods This cross-sectional analysis involve... Objective This study aimed to evaluate the relationships of white blood cell(WBC)count,platelet(PLT)count,and PLT-to-WBC ratio(PWR)with muscle mass in Chinese older adults.Methods This cross-sectional analysis involved 4,033 Chinese older adults aged≥65 years from the Healthy Ageing and Biomarkers Cohort Study.Muscle mass and total skeletal muscle mass index(TSMI)were measured by bioelectric impedance analysis.WBC,PLT,and PWR were measured using standard methods.Multivariate linear regression was used to examine the associations of WBC count,PLT count,and PWR with TSMI.Results High WBC count,PLT count,and PWR were associated with low TSMI,with coefficients of-0.0091(95%confidence interval[CI]:-0.0142 to-0.0041),-0.0119(95%CI:-0.0170 to-0.0068),and-0.0051(95%CI:-0.0102 to-0.0001).The associations between the three inflammatory indices and TSMI were linear.Stratified analyses indicated that the relationship between inflammatory markers and TSMI was more evident in male participants and in individuals aged<80 years than in their counterparts.Conclusion Elevated WBC count,PLT count,and PWR correlated with muscle mass loss.This study highlights the importance of regular monitoring of inflammatory markers as a potential strategy for the screening and management of sarcopenia in older adults. 展开更多
关键词 White blood cell count PLATELET Platelet to white blood cell ratio Older adults Muscle mass
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Prognostic value of peripheral eosinophil counts in patients with newly diagnosed multiple myeloma
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作者 Xu Chen Xiaoyan Yue +10 位作者 Hao Jiang Qianqian Yang Jinwen Huang Wenjue Pan Xiujie Zhao Xiufeng Yin Panpan Wang Liangning Hu Xiaoli Guo Fangfei Shao Haowen Xiao 《Cancer Biology & Medicine》 2025年第5期481-487,共7页
Precise risk stratification is crucial for selecting the optimal risk-adapted treatment for newly diagnosed multiple myeloma (NDMM) patients. Various prognostic factors and staging systems have been developed to predi... Precise risk stratification is crucial for selecting the optimal risk-adapted treatment for newly diagnosed multiple myeloma (NDMM) patients. Various prognostic factors and staging systems have been developed to predict NDMM patient outcomes. The Durie-Salmon (D-S) staging system reflects tumor burden and clinical progression staging with prognostic value. 展开更多
关键词 clinical progression peripheral eosinophil counts multiple myeloma prognostic value prognostic factors staging systems precise risk stratification risk stratification staging system
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Design a Computer Vision Approach to Localize,Detect and Count Rice Seedlings Captured by a UAV-Mounted Camera
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作者 Trong Hieu Luu Phan Nguyen Ky Phuc +2 位作者 Quang Hieu Ngo Thanh Tam Nguyen Huu Cuong Nguyen 《Computers, Materials & Continua》 2025年第6期5643-5656,共14页
This study presents a drone-based aerial imaging method for automated rice seedling detection and counting in paddy fields.Utilizing a drone equipped with a high-resolution camera,images are captured 14 days postsowin... This study presents a drone-based aerial imaging method for automated rice seedling detection and counting in paddy fields.Utilizing a drone equipped with a high-resolution camera,images are captured 14 days postsowing at a consistent altitude of six meters,employing autonomous flight for uniform data acquisition.The approach effectively addresses the distinct growth patterns of both single and clustered rice seedlings at this early stage.The methodology follows a two-step process:first,the GoogleNet deep learning network identifies the location and center points of rice plants.Then,the U-Net deep learning network performs classification and counting of individual plants and clusters.This combination of deep learning models achieved a 90%accuracy rate in classifying and counting both single and clustered seedlings.To validate the method’s effectiveness,results were compared against traditional manual counting conducted by agricultural experts.The comparison revealed minimal discrepancies,with a variance of only 2–4 clumps per square meter,confirming the reliability of the proposed method.This automated approach offers significant benefits by providing an efficient,accurate,and scalable solution for monitoring seedling growth.It enables farmers to optimize fertilizer and pesticide application,improve resource allocation,and enhance overall crop management,ultimately contributing to increased agricultural productivity. 展开更多
关键词 Camera mounted on UAV rice seedling density localization detection and counting deep learning
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Increased and persistent absolute CD4+T cell count in an HIV-associated Burkitt lymphoma patient with central nervous system involvement after axicabtagene ciloleucel therapy
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作者 Yao Qi Jia Wang +1 位作者 Jingyi Li Qi Deng 《Cancer Biology & Medicine》 2025年第6期644-647,共4页
Because human immunodeficiency virus(HIV)-associated Burkitt lymphoma(BL)has a poor prognosis new therapeutic approaches need to be developed1.Axicabtagene ciloleucel(axi-cel)is an anti-CD19 CAR-T cell commercially av... Because human immunodeficiency virus(HIV)-associated Burkitt lymphoma(BL)has a poor prognosis new therapeutic approaches need to be developed1.Axicabtagene ciloleucel(axi-cel)is an anti-CD19 CAR-T cell commercially available FDA-approved product for patients with relapsed or refractory(R/R)large B-cell lymphoma(LBCL).However,axi-cel has not been approved by the FDA for use in patients with R/R BL. 展开更多
关键词 burkitt lymphoma bl Central nervous system involvement CD T cell count Therapeutic approaches new therapeutic approaches Axicabtagene ciloleucel HIV associated Burkitt lymphoma
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CountNet:一种用于堆叠胶合板计数的自监督学习框架
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作者 苏凡 王若琪 王海涛 《软件导刊》 2025年第2期19-25,共7页
自动化胶合板计数是工业生产中的一大难题,传统基于人工计数和物理计数的方法耗时且低效。然而,堆叠胶合板图像又存在着边缘不均匀、厚度不规律等干扰因素,现有的深度学习算法提取到的特征代表性不强,导致计数结果不准确。针对上述问题... 自动化胶合板计数是工业生产中的一大难题,传统基于人工计数和物理计数的方法耗时且低效。然而,堆叠胶合板图像又存在着边缘不均匀、厚度不规律等干扰因素,现有的深度学习算法提取到的特征代表性不强,导致计数结果不准确。针对上述问题,提出一种用于堆叠胶合板计数的自监督学习框架——CountNet。CountNet针对计数问题优化了损失函数的使用方式,该损失函数利用对比学习的方法,可以进一步放大正负样本间的差异,使网络能提取到更具代表性的视觉特征。最后将该特征投入下游任务中,完成计数。实验结果表明,该方法在准确率、损失下降等方面均优于其他常见的计数模型,证明了其在计数能力上的优越性。 展开更多
关键词 自监督对比学习 计算机视觉 堆叠胶合板计数 数据增强技术 损失函数优化
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ViT-Count:面向冠层遮挡的Vision Transformer树木计数定位方法
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作者 张乔一 张瑞 霍光煜 《北京林业大学学报》 北大核心 2025年第10期128-138,共11页
【目的】针对复杂场景中树木检测的挑战,如遮挡、背景干扰及密集分布等,本研究提出一种基于Vision Transformer(ViT)的树木检测方法(ViT-Count),提升模型对复杂场景中树木的检测精度与鲁棒性。【方法】采用ViT作为基础模型,其在捕捉图... 【目的】针对复杂场景中树木检测的挑战,如遮挡、背景干扰及密集分布等,本研究提出一种基于Vision Transformer(ViT)的树木检测方法(ViT-Count),提升模型对复杂场景中树木的检测精度与鲁棒性。【方法】采用ViT作为基础模型,其在捕捉图像中全局上下文信息方面具有天然优势,尤其适用于形态多变的复杂环境。设计针对树木的视觉提示调优VPT机制,其通过在特征中注入可学习提示(prompts),优化模型在林地高密度树冠、光照变化及不同树种结构下的特征提取能力,提高对不同林分类型的适应性。设计卷积模块的注意力机制模块,利用其在局部感知基础上的长距离依赖建模能力,有效强化模型对树木遮挡、重叠及形态相似目标的辨别能力,提高整体检测的鲁棒性与准确性。设计一个树木检测解码器,通过多层卷积、归一化、GELU激活与上采样操作逐步还原空间分辨率,以生成的目标密度图实现树木计数与定位。【结果】该方法在提升森林、城市场景下的树木检测鲁棒性的同时,增强了模型在多尺度树木目标上的泛化能力。在Larch Casebearer数据集和Urban Tree数据集上进行的实验显示,与其他主流模型相比,该方法的MAE和RMSE最多分别降低了2.53、3.99,表明其泛化能力更强,具有最优的树木检测性能。可视化实验结果表明,在密集森林场景和复杂城市场景中,所提模型均具有较高的树木检测准确率。消融实验的结果证明了模型主要模块的有效性。【结论】基于Vision Transformer的面向复杂场景的树木计数与定位方法能够充分发挥ViT的全局建模能力及视觉提示调优机制任务适应性,结合卷积模块的注意力机制,有效提升复杂场景树木计数与定位的精度与鲁棒性。 展开更多
关键词 目标识别 树木计数 树木定位 复杂场景 Vision Transformer(ViT) 视觉提示调优(VPT) 注意力机制
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Sensitivity of diagnosis of spontaneous bacterial peritonitis is higher with the automated cell count method 被引量:1
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作者 Juan G Acevedo-Haro Waddah Mohamed +8 位作者 Prebashan Moodley Oliver Bendall Kris Bennett Nigel Keelty Sally Chan Sam Waddy Joanne Hosking Wayne Thomas Robert Tilley 《World Journal of Hepatology》 2024年第11期1265-1281,共17页
BACKGROUND Spontaneous bacterial peritonitis(SBP)is one of the most important complications of patients with liver cirrhosis entailing high morbidity and mortality.Making an accurate early diagnosis of this infection ... BACKGROUND Spontaneous bacterial peritonitis(SBP)is one of the most important complications of patients with liver cirrhosis entailing high morbidity and mortality.Making an accurate early diagnosis of this infection is key in the outcome of these patients.The current definition of SBP is based on studies performed more than 40 years ago using a manual technique to count the number of polymorphs in ascitic fluid(AF).There is a lack of data comparing the traditional cell count method with a current automated cell counter.Moreover,current international guidelines do not mention the type of cell count method to be employed and around half of the centers still rely on the traditional manual method.AIM To compare the accuracy of polymorph count on AF to diagnose SBP between the traditional manual cell count method and a modern automated cell counter against SBP cases fulfilling gold standard criteria:Positive AF culture and signs/symptoms of peritonitis.METHODS Retrospective analysis including two cohorts:Cross-sectional(cohort 1)and case-control(cohort 2),of patients with decompensated cirrhosis and ascites.Both cell count methods were conducted simultaneously.Positive SBP cases had a pathogenic bacteria isolated on AF and signs/symptoms of peritonitis.RESULTS A total of 137 cases with 5 positive-SBP,and 85 cases with 33 positive-SBP were included in cohort 1 and 2,respectively.Positive-SBP cases had worse liver function in both cohorts.The automated method showed higher sensitivity than the manual cell count:80%vs 52%,P=0.02,in cohort 2.Both methods showed very good specificity(>95%).The best cutoff using the automated cell counter was polymorph≥0.2 cells×10^(9)/L(equivalent to 200 cells/mm^(3))in AF as it has the higher sensitivity keeping a good specificity.CONCLUSION The automated cell count method should be preferred over the manual method to diagnose SBP because of its higher sensitivity.SBP definition,using the automated method,as polymorph cell count≥0.2 cells×10^(9)/L in AF would need to be considered in patients admitted with decompensated cirrhosis. 展开更多
关键词 Spontaneous bacterial peritonitis DIAGNOSIS CIRRHOSIS Bacterial infection Automated cell count method Manual cell count method Ascitic fluid
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基于Count Sketch的预处理贪婪Kaczmarz方法 被引量:1
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作者 叶雨欣 殷俊锋 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第8期1305-1311,共7页
在贪婪Kaczmarz方法中,通过对系数矩阵进行正交三角分解引入右预处理子能够提高贪婪Kaczmarz方法的收敛速率。但在系数矩阵的行数远大于列数的情况下,正交三角分解的成本过高。为降低预处理的成本,通过引入Count Sketch变换,提出了基于C... 在贪婪Kaczmarz方法中,通过对系数矩阵进行正交三角分解引入右预处理子能够提高贪婪Kaczmarz方法的收敛速率。但在系数矩阵的行数远大于列数的情况下,正交三角分解的成本过高。为降低预处理的成本,通过引入Count Sketch变换,提出了基于Count Sketch的预处理贪婪Kaczmarz方法,并对新方法进行了收敛性分析。理论分析说明了新方法在系数矩阵条件数较大时比已有方法具有更好的收敛速率。数值实验验证了新方法的有效性。 展开更多
关键词 Kaczmarz方法 预处理 count Sketch 收敛性
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A multi-source information fusion layer counting method for penetration fuze based on TCN-LSTM 被引量:1
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作者 Yili Wang Changsheng Li Xiaofeng Wang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期463-474,共12页
When employing penetration ammunition to strike multi-story buildings,the detection methods using acceleration sensors suffer from signal aliasing,while magnetic detection methods are susceptible to interference from ... When employing penetration ammunition to strike multi-story buildings,the detection methods using acceleration sensors suffer from signal aliasing,while magnetic detection methods are susceptible to interference from ferromagnetic materials,thereby posing challenges in accurately determining the number of layers.To address this issue,this research proposes a layer counting method for penetration fuze that incorporates multi-source information fusion,utilizing both the temporal convolutional network(TCN)and the long short-term memory(LSTM)recurrent network.By leveraging the strengths of these two network structures,the method extracts temporal and high-dimensional features from the multi-source physical field during the penetration process,establishing a relationship between the multi-source physical field and the distance between the fuze and the target plate.A simulation model is developed to simulate the overload and magnetic field of a projectile penetrating multiple layers of target plates,capturing the multi-source physical field signals and their patterns during the penetration process.The analysis reveals that the proposed multi-source fusion layer counting method reduces errors by 60% and 50% compared to single overload layer counting and single magnetic anomaly signal layer counting,respectively.The model's predictive performance is evaluated under various operating conditions,including different ratios of added noise to random sample positions,penetration speeds,and spacing between target plates.The maximum errors in fuze penetration time predicted by the three modes are 0.08 ms,0.12 ms,and 0.16 ms,respectively,confirming the robustness of the proposed model.Moreover,the model's predictions indicate that the fitting degree for large interlayer spacings is superior to that for small interlayer spacings due to the influence of stress waves. 展开更多
关键词 Penetration fuze Temporal convolutional network(TCN) Long short-term memory(LSTM) Layer counting Multi-source fusion
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