ReviewInfrared physics & technology2014
Application of infrared thermography in computer aided diagnosis.
Review in Infrared physics & technology, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Breast thermography: a systematic review and meta-analysis.Systematic reviews · 2024Pooled it
- Bioinformatic Analysis of the Leptin-Ob-R Interface: Structural Modeling, Thermodynamic Profiling, and Stability in Diverse Microenvironments.International journal of molecular sciences · 2025Article
- Single 5-centimeter-aperture metalens enabled intelligent lightweight mid-infrared thermographic camera.Science advances · 2024Article
- Thermal imaging and computer vision technologies for the enhancement of pig husbandry: a review.Journal of animal science and technology · 2024Review
- State-of-the-Art Features for Early-Stage Detection of Diabetic Foot Ulcers Based on Thermograms.Biomedicines · 2023Article
- Infrared Thermography for Real-Time Assessment of the Effectiveness of Scoliosis Braces.Sensors (Basel, Switzerland) · 2023Article
- Automatic Diabetic Foot Ulcer Recognition Using Multi-Level Thermographic Image Data.Diagnostics (Basel, Switzerland) · 2023Article
- Smartphone-based infrared thermography to assess progress in thoracic surgical incision healing: A preliminary study.International wound journal · 2023Article
- Feature Ranking by Variational Dropout for Classification Using Thermograms from Diabetic Foot Ulcers.Sensors (Basel, Switzerland) · 2023Article
- Diabetic wounds and artificial intelligence: A mini-review.World journal of clinical cases · 2023Review
- Investigating the Therapeutic Effect of Intradermal Acupuncture for Acute Herpes Zoster and Assessing the Feasibility of Infrared Thermography for Early Prediction of Postherpetic Neuralgia: Study Protocol for a Randomized, Sham-Controlled, Clinical Trial.Journal of pain research · 2023Article
- COVID-19 classification using thermal images.Journal of biomedical optics · 2022Article
- Skin Cancer Detection Using Infrared Thermography: Measurement Setup, Procedure and Equipment.Sensors (Basel, Switzerland) · 2022Review
- The Current State of Optical Sensors in Medical Wearables.Biosensors · 2022Review
- Artificial intelligence and infrared thermography as auxiliary tools in the diagnosis of temporomandibular disorder.Dento maxillo facial radiology · 2022Article
- Advances in Thermal Image Analysis for the Detection of Pregnancy in Horses Using Infrared Thermography.Sensors (Basel, Switzerland) · 2021Article
- Facial Paralysis Detection in Infrared Thermal Images Using Asymmetry Analysis of Temperature and Texture Features.Diagnostics (Basel, Switzerland) · 2021Article
- Infrared Thermal Imaging of Patients With Acute Upper Respiratory Tract Infection: Mixed Methods Analysis.Interactive journal of medical research · 2021Article
- Review of the efficacy of infrared thermography for screening infectious diseases with applications to COVID-19.Journal of medical imaging (Bellingham, Wash.) · 2021Review
- Occupational Risk Evaluation Through Infrared Thermography: Development and Proposal of a Rapid Screening Tool for Risk Assessment Arising from Repetitive Actions of the Upper Limbs.International journal of environmental research and public health · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The invention of thermography, in the 1950s, posed a formidable problem to the research community: What is the relationship between disease and heat radiation captured with Infrared (IR) cameras? The research community responded with a continuous effort to find this crucial relationship. This effort was aided by advances in processing techniques, improved sensitivity and spatial resolution of thermal sensors. However, despite this progress fundamental issues with this imaging modality still remain. The main problem is that the link between disease and heat radiation is complex and in many cases even non-linear. Furthermore, the change in heat radiation as well as the change in radiation pattern, which indicate disease, is minute. On a technical level, this poses high requirements on image capturing and processing. On a more abstract level, these problems lead to inter-observer variability and on an even more abstract level they lead to a lack of trust in this imaging modality. In this review, we adopt the position that these problems can only be solved through a strict application of scientific principles and objective performance assessment. Computing machinery is inherently objective; this helps us to apply scientific principles in a transparent way and to assess the performance results. As a consequence, we aim to promote thermography based Computer-Aided Diagnosis (CAD) systems. Another benefit of CAD systems comes from the fact that the diagnostic accuracy is linked to the capability of the computing machinery and, in general, computers become ever more potent. We predict that a pervasive application of computers and networking technology in medicine will help us to overcome the shortcomings of any single imaging modality and this will pave the way for integrated health care systems which maximize the quality of patient care.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.