Next-generation sequencing (NGS) has emerged as a pivotal tool in precision medicine in oncology by enabling analysis of multiple genes at once and facilitating the detection of low-frequency mutations in patients, which may be implicated in treatment resistance, thereby underscoring the clinical significance of NGS in therapeutic decision- making ([5, 6]).然而,能够分析测序数据以识别突变的自由可用的开源软件工具的稀缺对生物学家构成了一个显着的挑战,而未经生物信息学培训。例如,最近描述的工具,即rNalut软件,迅速检测到突变并显示其频率,但缺乏功能,使用户可以理解和修改用于选择高质量读取的参数,或者指定最小的等位基因频率(VAF)以进行报告突变([4])。此外,缺乏有关用于比较的参考序列的披露是一个关键限制,尤其是对于随后对识别突变的功能研究。
本研究重点利用先进的深度学习技术对 MRI 图像进行特征检测,利用全面的脑肿瘤分割 (BraTS) 2018 数据集,其中包含 3,588 张 MRI 图像。本研究突出介绍了 You Only Look Once 版本 8 (YOLOv8) 算法的应用,该算法因其在复杂图像分析中出色的实时处理和准确性而被选中。该方法涉及详细的数据收集和精确的注释过程,采用 RoboFlow 进行高效的数据标记。该模型的训练经过精心设计,以平衡最佳学习和防止过度拟合。值得注意的是,该模型实现了 97.9% 的平均精度 (mAP),在 MRI 图像中的特征检测中表现出很高的准确性和可靠性。本文强调了 YOLOv8 在医学成像中的功效,并为医疗诊断中不断发展的人工智能领域做出了贡献。
摘要 机器学习中用于检测人体和分类的传统方法已被最近增强的深度学习物体检测方法所取代,这是通过成功构建卷积神经网络 (CNN) 实现的,而卷积神经网络是深度学习的一个组成部分。物体检测中的运动和站立是 CCTV 中的重要步骤。物体检测的性能对下一个更高级别的处理步骤有很大影响,例如物体的运动和站立。YOLO v5 是最流行的物体检测技术。YOLO 算法的性能取决于数据集的训练准确度。对象检测框架可解决实时问题。它们包括 You Look Only Once。我们的实验研究表明,对于使用 25 张图像训练的模型,YOLO V5 可提供最高 85% 的准确率。关键词:- CCTV、卷积神经网络 (CNN)、YOLO、深度学习、物体检测。
Step 1 – Date: Result: Step 2 – Date: Result: (Step 2 must be 1 – 4 weeks after Step 1) *Once a student has a documented two-step skin test, any further screening requires only a one-step Recent TST (within last 6 months: ☐ Yes ☐ No ( If No – perform 2-step TST) Positive TST: : ☐ Yes ☐ No Chest X-ray (required following positive result): : ☐ Yes ☐ No *Students with a previous positive TST应提交正面TST的正面X射线X射线,并提交任何后续措施的胸部X射线除非存在特定的医疗指示,否则不指示重复CXR:除非存在特定的医疗指示,否则不需要进一步随访。如果不可用的先前正面TST的文档,则应重复进行TST,除非存在禁忌症。如果没有以前的X射线报告,则应重复X射线。医疗保健专业人员可以记录学生是否可以安全参加医疗机构实践:☐是否
摘要。本文以浮游生物为例,比较了两种在水环境中检测和识别微物体的方法的有效性,这些方法使用了神经网络和各种技术,并使用不同的编程语言开发。首先,研究并应用了传统的检测方法,该方法基于 Gabor 和多层感知器特征的提取,以 MATrixLABoratory (MATLAB) 语言实现。其次,使用 YOLOv5(“You only look once” 的缩写)作为单级神经网络,以 Python 语言实现。介绍了这些方法在浮游生物检测中的工作结果。计算准确度和完整性指标以确定两种方法中的最佳方法。使用检测方法后,获得了带有识别结果的图像,以编程方式计算的性能指标。研究了使用短视频图像进行实时识别的方法应用的有效性。最后,指出 YOLOv5 模型在检测海洋物体(尤其是浮游生物)的任务中表现出了明显优于传统方法的优势。其准确率高出 30%;物体检测的完整性提高了27%。
ABEL基金会•金额:每年$ 10,000多重奖励•参加以下计划之一:办公专业,商务,专业卡车驾驶,汽车技术,焊接技术,设计和制图,柴油技术 - 建筑建筑技术或职业学院的招待会。• Can be used for tuition, fees, and/or books • Once a student begins his or her program, this scholarship will be available to the student no longer than 24 consecutive months • Campus: Beatrice, Lincoln, or Milford Ackerman Memorial, Paul • Amount: Varies each year • Student Aid Report on file • Full-time student • Campus: Milford • Emergency Fund Acklie Charitable Foundation • Amount: Cost of tuition up to maximum of four (6)学期•兼职或全日制学生•由SCC确定的良好的学术地位。•注册:学位,文凭或证书计划:卡车驾驶计划,柴油机械师和电子产品。•专职员工的配偶或受抚养子女或继子。父母或
FEMA's compliance process includes twenty sequential steps and many stages which LUMA endeavors to fully complete while meeting established timelines. The process includes communications with various stakeholders, requesting and receiving approvals, where required, and constant review of the project parameters and goals. At a high level, the initial step involves preparing an initial Scope of Work (“ISOW”) with functional specifications and cost estimates. That ISOW then goes through an extensive review and approval process. Once the ISOW gets approved internally, it is filed with the PREB for review and approval, in compliance with the Resolution and Order of March 26, 2021 (the “March 26 Order'') part of the NEPR-MI-2021-0002 docket and in alignment with the Puerto Rico Electric Power Authority (“PREPA”) Integrated Resource Plan (“IRP”) and Modified Action Plan. If LUMA receives PREB approval for the project, then LUMA proceeds to initiate the project with COR3 and FEMA to initiate the approval process. FEMA evaluates the ISOW and, if approved, assigns a FEMA Accelerated Awards Strategy (“FAASt'') number.
• New business development activities especially in infrastructure (including electricity) sector • Work closely with related external parties to promote new business development • Work closely with internal parties including the Head Quarters in Japan • Business travel to European countries is required (c. once per month) • Initiate and lead cross-border business development • Develop deal leads and manage projects through to completion whether that be investing, partnering or acquiring new companies • Interact closely with internal and external expert groups to gather industry and market information •开发新的网络/联系人/客户群•解释内部和外部业务挑战,并建议最佳的基于实践的解决方案•带领其他人解决复杂的问题并确定创新的解决方案•在欧洲地区内部和外部的SCEU充当SCEU的大使•塑造并指导我们的部门战略与总部与欧洲国家的业务旅行•需要商业旅行•需要提供商业旅行(c。每月一次)。资格/技能/个人素质/经验
六、 本服务采用线上申请方式,申请人应于申请表中选取服务种類、數量及使用时间等,经审核通过后,本中心依核准起始日期启动服务,并将核准通知、使用明细及费用帐单,以电子邮件或纸本方式送交使用者。使用者应于收到通知后完成缴费或储值足额。未完成缴费者,即停止服务, 收回使用权限。 6 、 The application process of the Service is conducted online. The applicant must specify the type, quantity, and duration of the Service in the application form. Once it is reviewed and approved, the Center activates the Service on the established start date. The approval notification, details of the Service, and the bill will be sent to the user by either email or the paper form. The user has to complete the payment upon receipt of the notification either by making direct payment or using the fund in the user account in order to continue using the Service. Failure to complete the payment, the Service will be discontinued and the access right is revoked.
• Only premium customers who have subscribed to SAP Business Network Asset Collaboration product can invite organizations to join the network as Freemiums. • Freemium B cannot send or initiate connections to any other organization in the network including its inviter A . A needs to send a connection to B . • Premiums can search freemiums and send a connection request, that is, A can send a connection request to B . Once B approves the connection request, they can share the content to each other. Until inviter sends a request to freemium, freemium cannot participate in the network. They can just create the data for themselves. Other premiums, for example, another premium C too can have B as its freemium. • Freemiums cannot make any of their content public. Also, a freemium cannot view the public content shared by other premiums. • Basically a freemium cannot have a public authorization group. • The freemium should not be added as a member of other premium's authorization groups.