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You are not able to apply Gmapping
directly for this application because it does not give a promising result when enough features are not available in the sensor field of view. RGB-D SLAM
also will not work as you have repetitive patterns on your RGB images.
I think your problem seems easy than general SLAM problem. You can extract those line segments using a line detector from RGB image. Then use ICP algorithm to align those frames.
If you need a more robust result, you can use the same method with Rao-Blackwellized particle filter
that is used in Gmapping
. But you need an accurate data association strategy to work with RBPF.