Colorizing the Prokudin-Gorskii Photo Collection
WINDOW ALGORITHM
- 100px image window considered
- Used recursive multiscale image pyramid (scale factor 0.3)
- Base case: window size < 400px
- +/- 15px displacements used
-
Minimized
structural similarity index measure (SSIM)
as image distance metric.
-
considered weighted loss of RGB SSIM (weight 0.1) and gradient SSIM
(weight 1.0)
RESULTS
cathedral.jpg
emir.tif
harvesters.tif
icon.tif
lady.tif
self_portrait.tif
three_generations.tif
train.tif
turkmen.tif
village.tif
The only image which did not nicely align is icon.jpg. I suspect this is
because of the way in which I weighted dx, dy gradients over RGB
differences. However, if I did not weight the scores the way I did, the
other images would not have aligned.
DISPLACEMENTS
BELLS & WHISTLES
- auto-contrast
- used gradients