A flying grey ball multi-illuminant image dataset for colour research

Resource type
Thesis type
(Thesis) M.Sc.
Date created
2019-09-30
Authors/Contributors
Author: Aghaei, Hoda
Abstract
For research in the field of illumination estimation and colour constancy, there is a need for lots of ground truth measurements of the illumination colour at numerous locations within multi-illuminant scenes. A practical approach to obtaining such ground truth illumination data is presented here. The proposed method involves using a drone to carry a grey ball of known percent surface spectral reflectance throughout a scene while photographing it frequently during the flight using a calibrated camera. The captured images are then post-processed. In the post-processing step, machine vision techniques are used to detect the grey ball in each frame. The colour of the grey ball then provides the illumination colour at that location. In total, the dataset contains 30 scenes with 100 illumination measurements on average per scene. The dataset has been made publicly available for download.
Document
Identifier
etd20556
Copyright statement
Copyright is held by the author.
Permissions
This thesis may be printed or downloaded for non-commercial research and scholarly purposes.
Scholarly level
Supervisor or Senior Supervisor
Thesis advisor: Funt, Brian
Member of collection
Attachment Size
etd20556.pdf 50.87 MB