Seeing in Extra Darkness Using a Deep-Red Flash

Jinhui Xiong, Jian Wang, Wolfgang Heidrich, Shree Nayar; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 10000-10009

Abstract


We propose a new flash technique for low-light imaging, using deep-red light as an illuminating source. Our main observation is that in a dim environment, the human eye mainly uses rods for the perception of light, which are not sensitive to wavelengths longer than 620nm, yet the camera sensor still has a spectral response. We propose a novel modulation strategy when training a modern CNN model for guided image filtering, fusing a noisy RGB frame and a flash frame. This fusion network is further extended for video reconstruction. We have built a prototype with minor hardware adjustments and tested the new flash technique on a variety of static and dynamic scenes. The experimental results demonstrate that our method produces compelling reconstructions, even in extra dim conditions.

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[bibtex]
@InProceedings{Xiong_2021_CVPR, author = {Xiong, Jinhui and Wang, Jian and Heidrich, Wolfgang and Nayar, Shree}, title = {Seeing in Extra Darkness Using a Deep-Red Flash}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, month = {June}, year = {2021}, pages = {10000-10009} }