[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1145/3610543.3626170acmconferencesArticle/Chapter ViewAbstractPublication Pagessiggraph-asiaConference Proceedingsconference-collections
research-article

Interactive Material Annotation on 3D Scanned Models leveraging Color-Material Correlation

Published: 28 November 2023 Publication History

Abstract

3D scanning has made it possible to generate 3D models from real objects. Although 3D scanning can capture an object’s shape and color texture, it is still technically difficult to analyze and reproduce material properties such as metalness, roughness, and transparency. Therefore, they need to be explicitly annotated after the scanning process. However, existing methods are highly labor-intensive such as a simple brush painting that requires delicate and inefficient handwork. To make this process more efficient and accurate, we propose a system that mitigates the costs by introducing a texture-aware annotation pipeline. This method is based on the observation that material distribution is correlated to color distribution. We segment the 3D surface into areas based on color similarity and let users annotate materials using the segmentations as masks. In an empirical user study, the participants could make quality annotations in a short time.

Supplementary Material

MP4 File (demo_3d.mp4)
Presentation video

References

[1]
Louis Boubolo, Maxime Dumont, Serge Brosset, Jonas Bianchi, Antonio Ruellas, Marcela Gurgel, Camila Massaro, Aron Aliaga Del Castillo, Marcos Ioshida, Marilia Yatabe, 2021. Flyby CNN: a 3D surface segmentation framework. In Medical Imaging 2021: Image Processing, Vol. 11596. SPIE, 627–632.
[2]
Patrick Cozzi. 2015. WebGL Insights. CRC Press. http://www.webglinsights.com/.
[3]
Chi-Wing Fu, Jiazhi Xia, and Ying He. 2010. Layerpaint: a multi-layer interactive 3D painting interface. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 811–820.
[4]
John K Haas. 2014. A history of the unity game engine. Diss. WORCESTER POLYTECHNIC INSTITUTE 483 (2014), 484.
[5]
Yi-Jheng Huang. 2022. Detecting color boundaries on 3D surfaces by applying edge-detection image filters on a quad-remeshing. Computer Animation and Virtual Worlds (2022), e2051.
[6]
Yin Li, Jian Sun, Chi-Keung Tang, and Heung-Yeung Shum. 2004. Lazy snapping. ACM Transactions on Graphics 23, 3 (2004), 303–308.
[7]
Stuart Lloyd. 1982. Least squares quantization in PCM. IEEE Transactions on Information Theory 28, 2 (1982), 129–137.
[8]
Matthias Zwicker, Mark Pauly, Oliver Knoll, and Markus Gross. 2002. Pointshop 3D: An interactive system for point-based surface editing. ACM Transactions on Graphics 21, 3 (2002), 322–329.

Index Terms

  1. Interactive Material Annotation on 3D Scanned Models leveraging Color-Material Correlation

        Recommendations

        Comments

        Please enable JavaScript to view thecomments powered by Disqus.

        Information & Contributors

        Information

        Published In

        cover image ACM Conferences
        SA '23: SIGGRAPH Asia 2023 Technical Communications
        November 2023
        127 pages
        ISBN:9798400703140
        DOI:10.1145/3610543
        Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

        Sponsors

        Publisher

        Association for Computing Machinery

        New York, NY, United States

        Publication History

        Published: 28 November 2023

        Permissions

        Request permissions for this article.

        Check for updates

        Author Tags

        1. 3D material annotation
        2. 3D scanning
        3. graphical user interface

        Qualifiers

        • Research-article
        • Research
        • Refereed limited

        Conference

        SA '23
        Sponsor:
        SA '23: SIGGRAPH Asia 2023
        December 12 - 15, 2023
        NSW, Sydney, Australia

        Acceptance Rates

        Overall Acceptance Rate 178 of 869 submissions, 20%

        Contributors

        Other Metrics

        Bibliometrics & Citations

        Bibliometrics

        Article Metrics

        • 0
          Total Citations
        • 211
          Total Downloads
        • Downloads (Last 12 months)189
        • Downloads (Last 6 weeks)3
        Reflects downloads up to 11 Dec 2024

        Other Metrics

        Citations

        View Options

        Login options

        View options

        PDF

        View or Download as a PDF file.

        PDF

        eReader

        View online with eReader.

        eReader

        HTML Format

        View this article in HTML Format.

        HTML Format

        Media

        Figures

        Other

        Tables

        Share

        Share

        Share this Publication link

        Share on social media