Carnegie Mellon University Mechanical Engineering

shimada@cmu.edu

Joe Joseph

PhD student

Joe Joseph

Department
Mechanical Engineering
Program
Ph.D.
Graduation
May 2027
  • Deep Learning
  • Graph learning
  • Engineering Drawings
  • Computer Vision
  • Computational Geometry
  • LLMs

Publications

4 papers with CERLAB.

  1. A Data Augmentation Method for Data-Driven Component Segmentation of Engineering Drawings

    Wentai Zhang, Joe Joseph, Quan Chen, Can Koz, Liuyue Xie, Amit Regmi, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, Levent Burak Kara

    Journal of Computing and Information Science in Engineering · 2024

  2. Multi-Class Entity Classification on Rasterized Engineering Drawings Using Graph Learning

    Joe Joseph, Amit Regmi, Levent Burak Kara, Kenji Shimada

    ASME International Mechanical Engineering Congress and Exposition (IMECE) · 2024

  3. Component segmentation of engineering drawings using Graph Convolutional Networks

    Wentai Zhang, Joe Joseph, Yue Yin, Liuyue Xie, Tomotake Furuhata, Soji Yamakawa, Kenji Shimada, Levent Burak Kara

    Computers in Industry · 2023

  4. Three-Dimensional Ship Hull Encoding and Optimization via Deep Neural Networks

    Yuyang Wang, Joe Joseph, T. P. Aniruddhan Unni, Soji Yamakawa, Amir Barati Farimani, Kenji Shimada

    Journal of Mechanical Design · 2022