IIT Kharagpur

Keywords 3D Computer Vision

Role Masters Thesis

Timeline Aug 2021 - May 2022

Highlights

Top 5 theses nominated for Best Thesis

3D Object Reconstruction using multi-view 2D images

Implemented an encoder-decoder architecture to generate independent 3D point clouds from each multi-view image and fused them into a unified 3D point cloud object.
Extracted 2D key points from the generated 3D objects for supervision, eliminating the need for labelled 3D ground truth.
Obtained a Chamfer distance of 5.12, comparable to the state-of-the-art single-view reconstruction result of 3.48.