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Imaging Biological Samples with Optical Microscopy01:18

Imaging Biological Samples with Optical Microscopy

8.8K
Optical microscopy uses optic principles to provide detailed images of samples. Antonie van Leeuwenhoek designed the first compound optical microscope in the 17th century to visualize blood cells, bacteria, and yeast cells. In 1830, Joseph Jackson Lister created an essentially modern light microscope. The 20th century saw the development of microscopes with enhanced magnification and resolution.
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
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Econometric Views (EViews)01:29

Econometric Views (EViews)

562
Econometric Views, often stylized as EViews, is a package that merges statistical analysis with econometric studies. It is designed to provide tools for time series analysis, forecasting, and econometric model simulation. The software originated from MicroTSP software and has evolved significantly since its inception in 1981. The history of EViews is marked by a continuous effort to enhance its computational speed and user interface. It was initially developed for large computing systems but...
562
Automatic Processing and Automatic Social Behavior01:28

Automatic Processing and Automatic Social Behavior

219
Automatic processing refers to the cognitive operations that occur without conscious intent or awareness, playing a fundamental role in shaping social cognition and behavior. These processes enable individuals to navigate complex social environments efficiently by relying on mental shortcuts and pre-existing knowledge structures known as schemas. One of the most influential mechanisms underlying automatic processing is priming, which subtly activates mental representations through exposure to...
219
One-Compartment Open Model: Wagner-Nelson and Loo Riegelman Method for ka Estimation01:24

One-Compartment Open Model: Wagner-Nelson and Loo Riegelman Method for ka Estimation

1.1K
This lesson introduces two critical methods in pharmacokinetics, the Wagner-Nelson and Loo-Riegelman methods, used for estimating the absorption rate constant (ka) for drugs administered via non-intravenous routes. The Wagner-Nelson method relates ka to the plasma concentration derived from the slope of a semilog percent unabsorbed time plot. However, it is limited to drugs with one-compartment kinetics and can be impacted by factors like gastrointestinal motility or enzymatic degradation.
On...
1.1K
Vision01:24

Vision

59.4K
Vision is the result of light being detected and transduced into neural signals by the retina of the eye. This information is then further analyzed and interpreted by the brain. First, light enters the front of the eye and is focused by the cornea and lens onto the retina—a thin sheet of neural tissue lining the back of the eye. Because of refraction through the convex lens of the eye, images are projected onto the retina upside-down and reversed.
59.4K
Data Collection by Observations01:08

Data Collection by Observations

14.6K
Data collection refers to a systematic way of obtaining, observing, measuring, and analyzing accurate information. Observational studies are one of the most widely used methods of data collection. It involves collecting data by observing the behavior and physical characteristics of a sample without making any modifications to the sample.
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
14.6K

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相关实验视频

Updated: Jan 18, 2026

Using Computer Vision Libraries to Streamline Nuclei Quantification
06:25

Using Computer Vision Libraries to Streamline Nuclei Quantification

Published on: June 6, 2025

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使用 Njobvu-AI 开发定制的计算机视觉模型:一个协作,用户友好的生态研究生态研究平台.

Cara L Appel1,2,3, Ashwin Subramanian4, Jonathan S Koning4

  • 1Department of Fisheries, Wildlife, and Conservation Sciences, Oregon State University, Corvallis, Oregon, USA.

Ecological applications : a publication of the Ecological Society of America
|September 12, 2025
PubMed
概括

Njobvu-AI是一个无代码工具,使研究人员能够训练和部署定制的计算机视觉模型来进行生态数据分析. 这个平台通过简化图像标签,模型训练和从摄像头陷数据分类来加速保护研究.

关键词:
非洲 非洲 非洲马拉维 马拉维 马拉维 马拉维人工智能的人工智能是人工智能.摄像头的陷是一种陷.机器学习是机器学习.软件 软件 软件 软件 软件野生动物监测监测野生动物.

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Combining Eye-tracking Data with an Analysis of Video Content from Free-viewing a Video of a Walk in an Urban Park Environment
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A Methodology for Capturing Joint Visual Attention Using Mobile Eye-Trackers
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Last Updated: Jan 18, 2026

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Combining Eye-tracking Data with an Analysis of Video Content from Free-viewing a Video of a Walk in an Urban Park Environment
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科学领域:

  • 生态生态学 生态生态学
  • 计算机视觉 计算机视觉
  • 保护技术 保护技术

背景情况:

  • 计算机视觉模型为加速从摄像头陷等来源的生态数据处理提供了显著的潜力.
  • 用户友好,协作和可访问的工作流程对于在保护和研究中更广泛采用这些模型至关重要.

研究的目的:

  • 介绍 Njobvu-AI,一个无代码的多用户平台,用于图像标签,模型训练和分类.
  • 通过训练和部署YOLO多类探测器来证明Njobvu-AI的有效性,用于摄像头陷数据.

主要方法:

  • 开发了Njobvu-AI,这是一个无代码工具,支持协作图像标签,模型培训和审查.
  • 训练了一台YOLO多类探测器,使用来自马拉维的33664张摄像头陷图像,涵盖37种动物物种.
  • 将训练模型应用于独立数据集,以评估图像过,物种分类,丰富度估计和动物计数的性能.

主要成果:

  • 该模型有效过了300多万个空图像,显示了相似的灵敏度,但比MegaDetector的特异性低.
  • 对于具有1000多张训练图像的物种,获得了高分类性能 (平均精度,回忆,F1>0.70);整体性能中等 (宏观平均F1 = 0.63).
  • 现场层面的物种丰富度估计与手册审查高度一致 (R2 = 0.91 在0.95分数门),每图像的动物数量是准确的,尽管对大群体低估了.

结论:

  • Njobvu-AI为研究人员提供了一种可行的全合一,无代码的解决方案,用于实现定制计算机视觉模型,即使使用适度的生态数据集.
  • 该平台促进了从数据收集到分析的更快过渡,提高了保护和研究计划的效率.
  • 展示的模型性能表明了Njobvu-AI在各种生态分析方面的潜力,包括物种识别和种群估计.