Colorizing the Prokudin-Gorskii Photo Collection

Ameya Chander

Project Introduction

Introduction: The goal of this project is to input these glass plate images from Sergei Mikhailovich Prokudin-Gorskii and then combine it with our image processing techniques learned to produce a single colored image by extracting three color channels(r,g,b) and aligning them on each other to create a single colorized image.

Methods

Single Scale Alignment: My first method was doing single scale exhuastive search over (-15,15) displacements. Sum of Squared differences provided best metrics for the images. Additionally, cropping the image as well as aligning to the green channel rather than blue provided less bluriness in my images, and so I was able to align better images doing so.

Multi scale alignment: While single scale alignment worked well for smaller jpeg images, that was not the case for the larger tiff files. Image pyramids however allowed for us to find the best alignment faster because it would resize images by a smaller factor first, and then save time searching the larger pixel and then continuing to crop like I did in single scale exhuastive search, which gave me the best and fastest results overall.

Photos

Cathedral

Rescaled Cathedral

Offset: Red(-1,1) Blue(7,0)

Monastery

Rescaled Monastery

Offset: Red(6,0) Blue(6,1)

Church

rescaled church

Offset: Red(0,5) Blue(33,-5)

Emir

Rescaled_emir

Offset: Red(3,-7) Blue(75,9)

Harvesters

Rescaled Harvesters

Offset: Red(-59,-10) Blue(65,-3)

Icon

Rescaled Icon

Offset: Red(3,-7) Blue(75,9)

Lady

Rescaled Lady

Offset: Red(-42,-16) Blue(48,5)

Melons

Rescaled Melons

Offset: Red(-75,-2) Blue(75,-1)

Onion Church

Rescaled Onion

Offset: Red(-52,-22) Blue(57,10)

Self Portrait

Rescaled Self_portrait1

Offset: Red(-50,2) Blue(75,-2)

Three Generations

Rescaled Three Generations

Offset: Red(-52,-5) Blue(57,0)

Tobolsk

Rescaled_Tobolsk

Offset: Red(-3,-2) Blue(4,1)

Train

Rescaled_Train

Offset: Red(-41,2) Blue(47,3)

Workshop

Rescaled workshop

Offset: Red(-53,5) Blue(51,-11)