Lensless imaging seeks to replace/remove the lens in a conventional imaging system. The earliest cameras were in fact lensless, relying on long exposure times to form images on the other end of a small aperture in a darkened room/container (camera obscura). The introduction of a lens allowed for more light throughput and therefore shorter exposure times, while retaining sharp focus. The incorporation of digital sensors readily enabled the use of computational imaging techniques to post-process and enhance raw images (e.g. via deblurring, inpainting, denoising, sharpening). Recently, imaging scientists have started leveraging computational imaging as an integral part of lensless imaging systems, allowing them to form viewable images from the highly multiplexed raw measurements of lensless cameras (see [5] and references therein for a comprehensive treatment of lensless imaging). This represents a real paradigm shift in camera system design as there is more flexibility to cater the hardware to the application at hand (e.g. lightweight or flat designs). This increased flexibility comes however at the price of a more demanding post-processing of the raw digital recordings and a tighter integration of sensing and computation, often difficult to achieve in practice due to inefficient interactions between the various communities of scientists involved. With LenslessPiCam, we provide an easily accessible hardware and software framework to enable researchers, hobbyists, and students to implement and explore practical and computational aspects of lensless imaging. We also provide detailed guides and exercises so that LenslessPiCam can be used as an educational resource, and point to results from our graduate-level signal processing course.
翻译:无镜头成像试图在常规成像系统中替换/重新移动镜头。 早期的照相机事实上没有透视镜,依靠长时间的曝光时间在黑暗室/容器(camera opscura)内一个小孔的另一端形成图像,在黑暗室/容器(camera opscura)内,在黑暗室/容器(camera obscura)内,在另一端形成一个小孔图象(camera opscura) 引入一个镜头,允许更多的光量度输送,从而缩短接触时间,同时保持敏锐的焦点。 数字传感器的纳入使计算成像技术能够用于后处理并增强原始图像(例如,通过分解、油漆、脱色、脱色、磨蚀等)。 最近,成像学科学家开始利用计算成像作为无镜像系统高度多面的原始和无透视像系统(见 [5] 和此处的参考材料),这代表着摄像系统设计的真正范式转变,因为更灵活地将硬件与手法(例如,我们不易操作、平板或平板设计)。 然而,这种灵活性的增加可以使我们难以在原始数字记录和可读的图像和精度上进行。