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.
翻译:在这项调查中,我们为人工智能和计算机视觉研究人员汇编了一份公开提供的红外图象和视频集清单,我们主要侧重于为物体探测、物体分离、分类和运动探测等计算机视觉应用收集和贴标签的IR图像和视频集,我们根据感应类型、图像分辨率和规模对92个不同的公开或私人数据集进行分类,我们详细描述每个集集的收集目的、操作环境、光学系统特性和应用领域,我们还涵盖与IR图像有关的基本概念的概况,例如IR辐射、IR探测器、IR光学和应用领域。我们从不同角度分析整个物理的统计意义。我们认为,这一调查将成为计算机视觉和对可见域以外光谱工作感兴趣的人工智能研究人员的指导方针。