Flash Lightens Gray Pixels

In the real world, a scene is usually cast by multiple illuminants and herein we address the problem of spatial illumination estimation. Our solution is based on detecting gray pixels with the help of flash photography. We show that flash photography significantly improves the performance of gray pixel detection without illuminant prior, training data or calibration of the flash. We also introduce a novel flash photography dataset generated from the MIT intrinsic dataset.

[1]  Frédo Durand,et al.  User-guided white balance for mixed lighting conditions , 2012, ACM Trans. Graph..

[2]  Jiri Matas,et al.  On Finding Gray Pixels , 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[3]  D H Brainard,et al.  Analysis of the retinex theory of color vision. , 1986, Journal of the Optical Society of America. A, Optics and image science.

[4]  Zeev Farbman,et al.  Interactive local adjustment of tonal values , 2006, SIGGRAPH 2006.

[5]  Edward H. Adelson,et al.  Ground truth dataset and baseline evaluations for intrinsic image algorithms , 2009, 2009 IEEE 12th International Conference on Computer Vision.