重影
光学
计算机视觉
热的
纹理(宇宙学)
人工智能
热辐射
滤波器(信号处理)
计算机科学
基本事实
鬼影成像
噪音(视频)
物理
图像(数学)
热力学
气象学
作者
Fanglin Bao,Sameer Jape,Andrew Schramka,Junjie Wang,Tim McGraw,Zubin Jacob
摘要
The resolution of optical imaging is limited by diffraction as well as detector noise. However, thermal imaging exhibits an additional unique phenomenon of ghosting which results in blurry and low-texture images. Here, we provide a detailed view of thermal physics-driven texture and explain why it vanishes in thermal images capturing heat radiation. We show that spectral resolution in thermal imagery can help recover this texture, and we provide algorithms to recover texture close to the ground truth. We develop a simulator for complex 3D scenes and discuss the interplay of geometric textures and non-uniform temperatures which is common in real-world thermal imaging. We demonstrate the failure of traditional thermal imaging to recover ground truth in multiple scenarios while our thermal perception approach successfully recovers geometric textures. Finally, we put forth an experimentally feasible infrared Bayer-filter approach to achieve thermal perception in pitch darkness as vivid as optical imagery in broad daylight.
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