CVAIMar 16, 2022

A Survey on Infrared Image and Video Sets

arXiv:2203.08581v232 citationsh-index: 8
Originality Synthesis-oriented
AI Analysis

This provides a comprehensive resource for computer vision and AI researchers interested in infrared data, though it is incremental as a survey compilation.

This survey compiles and categorizes 92 publicly available or private infrared image and video datasets for computer vision applications like object detection and classification, providing detailed descriptions and statistical analysis to guide researchers working beyond the visible spectrum.

In this survey, we compile a list of publicly available infrared image and video sets for artificial intelligence and computer vision researchers. We mainly focus on IR image and video sets which are collected and labelled for computer vision applications such as object detection, object segmentation, classification, and motion detection. We categorize 92 different publicly available or private sets according to their sensor types, image resolution, and scale. We describe each and every set in detail regarding their collection purpose, operation environment, optical system properties, and area of application. We also cover a general overview of fundamental concepts that relate to IR imagery, such as IR radiation, IR detectors, IR optics and application fields. We analyse the statistical significance of the entire corpus from different perspectives. We believe that this survey will be a guideline for computer vision and artificial intelligence researchers that are interested in working with the spectra beyond the visible domain.

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