论文标题

Singlesketch2mesh:从草图生成3D网格模型

SingleSketch2Mesh : Generating 3D Mesh model from Sketch

论文作者

Bhardwaj, Nitish, Bharadwaj, Dhornala, Dubey, Alpana

论文摘要

在任何设计过程中,素描都是重要的活动。设计师和利益相关者通过手绘草图分享他们的想法。这些草图进一步用于创建3D模型。当前从草图生成3D模型的方法是手动或紧密连接的3D建模平台。因此,它要求用户具有在此类平台上进行素描的经验。此外,大多数现有方法都是基于几何操作,因此无法概括。我们提出了一种基于AI的新型集合方法Singlesketch2mesh,用于从手绘草图中生成3D模型。我们的方法基于生成网络和编码器架构架构,以从手绘草图中生成3D网格模型。我们通过现有解决方案评估解决方案。我们的方法在定量和定性评估标准上都超过了现有的方法。

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.

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