Image-based Monitoring

Image-based monitoring is a technique that uses photographs, video, or other visual data to observe and measure changes in environmental systems over time. It works by collecting images under defined spatial and temporal conditions, then applying visual interpretation or image-processing methods to identify features, quantify patterns, and compare changes between observations. In environmental research, this approach can track vegetation condition, land-cover change, water characteristics, habitat structure, and wildlife activity. By providing repeatable, noninvasive observations across large or difficult-to-access areas, image-based monitoring supports ecosystem assessment, pollution detection, conservation planning, and evaluation of environmental management practices.

Image-based Monitoring - Related Videos

Education

JoVE Science Education - Basic Biology

Non-invasive Monitoring and Imaging in Animal Research

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2026

All animal procedures described here must be conducted in accordance with institutional animal ethics guidelines and approved by IACUC. All procedures must follow the principles of the 3Rs—Replacement, Reduction, and Refinement—and must be performed by trained personnel. Non-invasive technologies support the principles of 3Rs by enabling repeated data collection from the same animal without the need for euthanasia at multiple time points. These approaches reduce the number of animals required...

Research

JoVE Journal - Biology

Functional Imaging with Reinforcement, Eyetracking, and Physiological Monitoring

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Cited by 2 •

2008

This presentation demonstrates the use of fMRI to study neural circuits that underlie decision-making. Simple perceptual tasks are combined with appetitive and aversive reinforcements to investigate how outcomes affect decision processes.

Cerenkov Luminescence Imaging (CLI) for Cancer Therapy Monitoring

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Cited by 8 •

2012

Use of Cerenkov Luminescence Imaging (CLI) for monitoring preclinical cancer treatment is described here. This method takes advantage of Cerenkov Radiation (CR) and optical imaging (OI) to visualize radiolabeled probes and thus provides an alternative to PET in preclinical therapeutic monitoring and drug screening.

Research

JoVE Journal - Medicine
Free Sample

Monitoring Tumor Metastases and Osteolytic Lesions with Bioluminescence and Micro CT Imaging

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Cited by 22 •

2011

An experimental mouse model of bone metastasis was established following intracardiac delivery of luciferase expressing mammary tumor cells. Tumor development and resulted osteolytic lesion were monitored longitudinally with bioluminescence and micro CT imaging.

Using Laser Doppler Imaging and Monitoring to Analyze Spinal Cord Microcirculation in Rat

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Cited by 5 •

2018

Here we present a combination of laser Doppler perfusion imaging (LDPI) and laser Doppler perfusion monitoring (LDPM) to measure spinal cord local blood flows and oxygen saturation (SO2), as well as a standardized procedure for introducing spinal cord trauma on rat.

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