Identifying Style of 3D Shapes using Deep Metric Learning

• Published in: Computer graphics forum Vol. 35; no. 5; pp. 207 - 215
• Main Authors: Lim, Isaak, Gehre, Anne, Kobbelt, Leif
• Format: Journal Article
• Language: English
• Published: Oxford Blackwell Publishing Ltd 01.08.2016
• Subjects: Analysis; Categories and Subject Descriptors (according to ACM CCS); Classification; Collection; Computer graphics; deep metric learning; I.3.5 [Computer Graphics]: Computational Geometry and Object Modeling; Image processing systems; Learning; Neural networks; Similarity; State of the art; Studies; style similarity; Training

We present a method that expands on previous work in learning human perceived style similarity across objects with different structures and functionalities. Unlike previous approaches that tackle this problem with the help of hand‐crafted geometric descriptors, we make use of recent advances in metr...