Master's thesis
Awards: Dean's Award for an Outstanding Final Thesis

Image Distortion Correction in Panorama Stitching in SEM

Bc. Ján Bella
Abstract

Cieľom práce bolo zadefinovať model geometrického skreslenia, ktoré vzniká pri snímaní panoramatických obrazov v rastrovacích elektrónových mikroskopoch, určiť parametre tohto modelu pre dané sady obrazových dlaždíc s využitím znalosti obrazových prekryvov a aplikovať model pri zošívaní dlaždíc do panorám. V porovnaní s bežnými metódami korekcie skreslenia, takto získaný obraz veľkosťou a tvarom presnejšie zodpovedá jeho predlohe.

Abstract

The aim of the thesis was to define a distortion model of the imaging process of Scanning Electron Microscope, estimate the parameters of the model given image tiles and knowledge of overlapping regions, and apply the model while stitching image tiles into a panorama. In comparison to standard distortion correction methods, the resultant panoramas should correspond more accurately to the scanned objects in terms of their shapes and sizes.

Thesis description
When acquiring panoramic images in Scanning Electron Microscopy (SEM), image tiles are affected by distortions emerging from two different parts of a microscope. First, the specimen stage introduces random image translations, as a result of imprecise shifts between the neighbouring positions. Second, a global deformation arises in the microscope imaging system. This deformation is dominated by rotation, non-orthogonality and scaling of the image. Therefore, there are visible imperfections at the seams of the panoramic image. There are various methods to correct these problems while stitching; however, the final correction usually does not correspond to the real deformation.

The aim of this work is to become familiar with principles of forming panoramic images in SEM, and suggest a suitable mathematical model of the imaging process, which after establishing the correspondences in the tile overlaps allows estimating the unknown parameters of tiles deformations. While searching for the optimal parameters, the knowledge of the limits of the acquisition device can be used. The proposed model will be practically evaluated and its behaviour demonstrated by stitching a more precise panorama.

The text of the thesis will contain at least the description of the panoramic image formation process in SEM, its mathematical formulation and the proposed solution, including its evaluation on the real images, and the results discussion. The practical outcome of the thesis will be the implementation of the proposed solution in a suitable programming language.

The thesis has been checked:
29/5/2017 10:38, doc. RNDr. Pavel Matula, Ph.D., UČO 2927
Language used
English English
Defence date
23/6/2017
The thesis was defended successfully

Supervisor

doc. RNDr. Pavel Matula, Ph.D., UČO 2927
KVI FI MU

Reader

RNDr. Vladimír Ulman, Ph.D., UČO 4203
CABO FI MU

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