2019
DOI: 10.3844/jcssp.2019.961.971
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Object Detection and Classification from Thermal Images Using Region based Convolutional Neural Network

Abstract: In recent years, object detection and classification has gained so much popularity in different application areas like face detection, selfdriving cars, pedestrian detection, security surveillance systems etc. The traditional detection methods like background subtraction, Gaussian Mixture Model (GMM), Support Vector Machine (SVM) have certain drawbacks like overlapping of objects, distortion due to smoke, fog, lightening conditions etc. In this paper, thermal images are used as thermal cameras capture the imag… Show more

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Cited by 20 publications
(3 citation statements)
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References 32 publications
(35 reference statements)
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“…It generally contains input, output, and multiple hidden layers. Some of the types of neural networks used primarily for the purpose of OCR include Artificial Neural Networks (ANN) [20], Convolutional Neural Networks (CNN) [18], Recurrent Neural Networks (RNN) [16], and similar subtypes. Fig.…”
Section: Techniques a Neural Networkmentioning
confidence: 99%
“…It generally contains input, output, and multiple hidden layers. Some of the types of neural networks used primarily for the purpose of OCR include Artificial Neural Networks (ANN) [20], Convolutional Neural Networks (CNN) [18], Recurrent Neural Networks (RNN) [16], and similar subtypes. Fig.…”
Section: Techniques a Neural Networkmentioning
confidence: 99%
“…The study of biometrics and computer vision face recognition has proven to be one of the most difficult of topics. To solve the pose and illumination issues for visible face photos, many face recognition algorithms have been developed [ 1 ]. However, such a system’s thermal face images are susceptible to fluctuations in the surrounding temperature, which can result in identification errors.…”
Section: Introductionmentioning
confidence: 99%
“…In addition, the devices are installed on unmanned aircraft and remotely controlled equipment. [9] Non-contact video digital identification is INTERNATIONAL SCIENTIFIC DISCUSSION: PROBLEMS, TASKS AND PROSPECTS 220 widely used in medicine to examine and treat people, such as ultrasound (ultrasound) and magnetic resonance imaging (MRI). Also in medicine, devices of a thermal imaging system are used that allow you to recognize the nature of the disease, as well as see an infected person among healthy people in terms of body temperature characteristic of a particular disease.…”
mentioning
confidence: 99%