THREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE

Methods for the reconstruction of three-dimensional models from a single view twodimensional image have developed rapidly in recent years. However, most of these methods are still in the form of research with a very controlled form of input. For example, in the Pixelaligned Implicit Function meth...

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Main Author: Timothy Panjaitan, David
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/48221
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:48221
spelling id-itb.:482212020-06-27T21:14:09ZTHREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE Timothy Panjaitan, David Indonesia Final Project Three dimensional reconstruction, Pixel-aligned Implicit Function, semantic segmentation, Fully Convolutional DenseNet. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/48221 Methods for the reconstruction of three-dimensional models from a single view twodimensional image have developed rapidly in recent years. However, most of these methods are still in the form of research with a very controlled form of input. For example, in the Pixelaligned Implicit Function method, reconstruction has succeeded in achieving a threedimensional model with highly detailed human shapes and textures from a single view twodimensional image, but the input image is limited by various criteria and must include a mask image that shows the human position in the image. Therefore, this final project aims to build applications that can reconstruct a three-dimensional model of a single view two-dimensional image with broader criteria and do not require additional input other than the relevant twodimensional picture. For this reason, a segmentation module will be created that uses a semantic segmentation method named Fully Convolutonal DenseNet to produce the mask image needed for reconstruction. This segmentation module will also allow for handling object reconstruction for images containing more than one object. The use of segmentation modules results in a decrease in the quality of reconstruction but it also increases automation and enlarges the range of inputs that can be processed. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Methods for the reconstruction of three-dimensional models from a single view twodimensional image have developed rapidly in recent years. However, most of these methods are still in the form of research with a very controlled form of input. For example, in the Pixelaligned Implicit Function method, reconstruction has succeeded in achieving a threedimensional model with highly detailed human shapes and textures from a single view twodimensional image, but the input image is limited by various criteria and must include a mask image that shows the human position in the image. Therefore, this final project aims to build applications that can reconstruct a three-dimensional model of a single view two-dimensional image with broader criteria and do not require additional input other than the relevant twodimensional picture. For this reason, a segmentation module will be created that uses a semantic segmentation method named Fully Convolutonal DenseNet to produce the mask image needed for reconstruction. This segmentation module will also allow for handling object reconstruction for images containing more than one object. The use of segmentation modules results in a decrease in the quality of reconstruction but it also increases automation and enlarges the range of inputs that can be processed.
format Final Project
author Timothy Panjaitan, David
spellingShingle Timothy Panjaitan, David
THREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE
author_facet Timothy Panjaitan, David
author_sort Timothy Panjaitan, David
title THREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE
title_short THREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE
title_full THREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE
title_fullStr THREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE
title_full_unstemmed THREE DIMENSIONAL RECONSTRUCTION FROM SINGLE VIEW TWO DIMENSIONAL IMAGE
title_sort three dimensional reconstruction from single view two dimensional image
url https://digilib.itb.ac.id/gdl/view/48221
_version_ 1822271661198540800