Seminars
Follwowing seminars/talk will be held in ICRAI-2024 Conference.Wednesday, 18thDecember, 2024
1630 hrs -1730 hrs
[ECR, DCE]
Tutor details: Dr. Usman Qayyum
Seminar-2: Dr. Waqar Qureshi: Tutorial Session on Structure from Motion and Open Multi-View Stereo Reconstruction Using openMVG and openMVS libraries.
Wednesday, 18thDecember, 2024
1730 hrs - 1930 hrs
[Akhtar Nawaz Hall, DEE]
Tutor details:
The session will be conducted by Dr. Waqar Shahid Qureshi who have expertise in computer vision, photogrammetry, and image processing. He is currently workings as a Lecturer above the bar (Assistant Professor) in the school of computer science, University of Galway.
Rationale:
3D reconstructions derived from Structure from Motion (SfM) have broad applications in virtual reality, cultural heritage preservation, architectural modeling, robotics, and medical imaging, facilitating accurate mapping and navigation. These techniques utilize geometric principles and image-based methods to reconstruct 3D scenes from 2D images.
The objective of this tutorial session is to introduce participants to the core concepts of SfM and Multi-View Stereo (MVS) reconstruction using open-source libraries like openMVG (Multiple View Geometry) and openMVS (Multi-View Stereo). Participants will gain hands-on experience processing image datasets to create 3D reconstructions from various viewpoints. The session will cover:
- Fundamental principles and significance of SfM and MVS in computer
vision, robotics, and augmented reality. Introduction to openMVG's
functionalities for SfM, encompassing feature detection, matching, and
camera pose estimation, alongside an overview of openMVS for dense
reconstruction, meshing, and texturing.
- Installation guidance for openMVG and openMVS on different
platforms, including setting up essential dependencies and libraries.
- Tips for capturing images suitable for successful reconstruction,
covering aspects like camera calibration, image quality, and overlap. Practical
demonstrations using openMVG for SfM, including feature detection,
matching, incremental Structure from Motion, and global bundle adjustment.
- Progressing to openMVS for dense reconstruction, covering mesh
reconstruction, refinement, and texturing. Techniques for refining and
optimizing the resultant 3D model, followed by visualization using
open-source tools.
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