Reconstruction of 3D mesh from 2D image using deep learning

• Main Author: Lee, Wonn Jen
• Other Authors: Zheng Jianmin
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/156658
• Institution: Nanyang Technological University

This paper evaluates the feasibility of deep learning for monocular depth estimation in the reconstruction of 3D meshes. Three deep learning models were used to generate a depth map, and three surface reconstruction algorithms were used to reconstruct the mesh. The different combinations were explor...