Blind 3D Mesh Watermarking for 3D Printed Model by Analyzing Layering Artifact

被引:50
作者
Hou, Jong-Uk [1 ]
Kim, Do-Gon [2 ]
Lee, Heung-Kyu [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Sch Comp, Daejeon 34141, South Korea
[2] Samsung Elect, Seoul 16677, South Korea
基金
新加坡国家研究基金会;
关键词
3D model; 3D printing; robust watermarking; ROBUST;
D O I
10.1109/TIFS.2017.2718482
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Because they will impact so many areas, copyright issues will inevitably arise as 3D printing expands into the content industry. The problem is that protections based on conventional methods are not effective, because the 3D printing process disables those protections. In this paper, we propose a robust and blind watermarking scheme that is able to protect content not only when the 3D model is shared in the digital world, but also when the 3D digital content is converted to analog content by 3D printing. First, we base our proposed watermark on a component that is unchanging to the printing direction for robustness against the printing process. The printing artifacts, instead of being regarded as severe distortion, are treated as a template that provides orientation information to the watermark detector. To achieve this, we also propose a blind estimation algorithm for the printing direction that starts from an analysis of the layering artifact. Using the results from a proposed estimator, the watermark from the printed-and-scanned model is synchronized with the original orientation. With the results of our tests with various 3D mesh models and attacks, we experimentally verified that the proposed method does not lose embedded patterns during the 3D print-scan process, especially with low-cost printers. Moreover, our method provides a new solution for estimating the printing direction that will be useful in a variety of fields.
引用
收藏
页码:2712 / 2725
页数:14
相关论文
共 38 条
[1]   Fabrication direction optimization to minimize post-machining in layered manufacturing [J].
Ahn, Daekeon ;
Kim, Hochan ;
Lee, Seokhee .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2007, 47 (3-4) :593-606
[2]  
Alface PR, 2007, IEEE IMAGE PROC, P2717
[3]  
Anjyo Ken., 2014, ACM SIGGRAPH 2014 Courses, P27
[4]  
[Anonymous], 2008, DIGITAL WATERMARKING
[5]  
[Anonymous], 2020, Digital Image Processing using Matlab
[6]  
[Anonymous], 2016, 3D PRINTING IND TREN
[7]  
Benedens O., 2000, Information Security. Third International Workshop, ISW 2000. Proceedings (Lecture Notes in Computer Science Vol.1975), P15
[8]   An oblivious watermarking for 3-D polygonal meshes using distribution of vertex norms [J].
Cho, Jae-Won ;
Prost, Remy ;
Jung, Ho-Youl .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (01) :142-155
[9]  
Crump S.S., 1996, US Patent, Patent No. [5503785, 5,503,785]
[10]  
Diehl E, 2003, ICCE: 2003 INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, DIGEST OF TECHNICAL PAPERS, P52