  Sketching is an important activity in any design process. Designers and
stakeholders share their ideas through hand-drawn sketches. These sketches are
further used to create 3D models. Current methods to generate 3D models from
sketches are either manual or tightly coupled with 3D modeling platforms.
Therefore, it requires users to have an experience of sketching on such
platform. Moreover, most of the existing approaches are based on geometric
manipulation and thus cannot be generalized. We propose a novel AI based
ensemble approach, SingleSketch2Mesh, for generating 3D models from hand-drawn
sketches. Our approach is based on Generative Networks and Encoder-Decoder
Architecture to generate 3D mesh model from a hand-drawn sketch. We evaluate
our solution with existing solutions. Our approach outperforms existing
approaches on both - quantitative and qualitative evaluation criteria.
