3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA

This research develops an absolute scale 3D reconstruction system using a monocular camera and ChArUco Board markers. Monocular cameras face the significant challenge of scale ambiguity as they only capture two-dimensional information without explicit data on the actual distance between the camera a...

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Main Author: Mahendra Widya Putra, Ronggur
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/85475
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:85475
spelling id-itb.:854752024-08-20T21:37:21Z3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA Mahendra Widya Putra, Ronggur Indonesia Final Project 3D Reconstruction, Monocular Camera, Scale Ambiguity INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/85475 This research develops an absolute scale 3D reconstruction system using a monocular camera and ChArUco Board markers. Monocular cameras face the significant challenge of scale ambiguity as they only capture two-dimensional information without explicit data on the actual distance between the camera and the object. This results in 3D models with relative scales that are inaccurate in terms of absolute size and distance. The method involves using ChArUco Board markers for absolute scale calibration, the Structure from Motion (SfM) algorithm for 3D reconstruction, and optimization using Bundle Adjustment. Markers are placed around the object to provide known size references, allowing the system to calibrate the 3D model's scale. The research results show that this system achieves up to 95% accuracy in absolute scale, with 3D prints showing a high degree of similarity in size and proportion to the original objects. The evaluation was conducted by comparing the reconstructed point cloud with the ground truth point cloud using point cloud similarity metrics such as Hausdorff Distance. The evaluation results indicate that the Hausdorff Distance does not exceed 0.05, indicating that the difference between the reconstructed model and the original object is minimal. In conclusion, the use of markers as external references successfully overcomes the scale ambiguity problem in 3D reconstruction using monocular cameras, opening up practical application possibilities in various fields that were previously unattainable. 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 This research develops an absolute scale 3D reconstruction system using a monocular camera and ChArUco Board markers. Monocular cameras face the significant challenge of scale ambiguity as they only capture two-dimensional information without explicit data on the actual distance between the camera and the object. This results in 3D models with relative scales that are inaccurate in terms of absolute size and distance. The method involves using ChArUco Board markers for absolute scale calibration, the Structure from Motion (SfM) algorithm for 3D reconstruction, and optimization using Bundle Adjustment. Markers are placed around the object to provide known size references, allowing the system to calibrate the 3D model's scale. The research results show that this system achieves up to 95% accuracy in absolute scale, with 3D prints showing a high degree of similarity in size and proportion to the original objects. The evaluation was conducted by comparing the reconstructed point cloud with the ground truth point cloud using point cloud similarity metrics such as Hausdorff Distance. The evaluation results indicate that the Hausdorff Distance does not exceed 0.05, indicating that the difference between the reconstructed model and the original object is minimal. In conclusion, the use of markers as external references successfully overcomes the scale ambiguity problem in 3D reconstruction using monocular cameras, opening up practical application possibilities in various fields that were previously unattainable.
format Final Project
author Mahendra Widya Putra, Ronggur
spellingShingle Mahendra Widya Putra, Ronggur
3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA
author_facet Mahendra Widya Putra, Ronggur
author_sort Mahendra Widya Putra, Ronggur
title 3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA
title_short 3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA
title_full 3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA
title_fullStr 3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA
title_full_unstemmed 3D RECONSTRUCTION WITH ABSOLUTE SCALE USING A MONOCULAR CAMERA
title_sort 3d reconstruction with absolute scale using a monocular camera
url https://digilib.itb.ac.id/gdl/view/85475
_version_ 1822283140120444928