Efficient ai adaption using synthetic data

被引:0
|
作者
Blank A. [1 ]
Baier L. [1 ]
Kedilioglu O. [1 ]
Zhu X. [1 ]
Metzner M. [1 ]
Franke J. [1 ]
机构
[1] Lehrstuhl für Fertigungsautomatisierung und Produktionssystematik (FAPS), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Egerlandstr. 7, Erlangen
来源
WT Werkstattstechnik | 2021年 / 111卷 / 10期
关键词
D O I
10.37544/1436-4980-2021-10-105
中图分类号
学科分类号
摘要
Production is characterized by an antagonism between flexibility and productivity. Deep Learning-based autonomous robot skills for object manipulation offer potential to solve existing challenges. Currently, the effort to generate appropriate datasets to adapt new components is time-consuming. In this research context, we present and evaluate a method for time-efficient data generation for object recognition based on synthetic data. © 2021, VDI Fachmedien GmBH & Co. KG. All rights reserved.
引用
收藏
页码:759 / 762
页数:3
相关论文
共 50 条
  • [31] Simulation of cyclones using synthetic data
    Abraham, KR
    Mohanty, UC
    Dash, SK
    PROCEEDINGS OF THE INDIAN ACADEMY OF SCIENCES-EARTH AND PLANETARY SCIENCES, 1995, 104 (04): : 635 - 666
  • [32] Toward Efficient Data Trading in AI Enabled Reconfigurable Wireless Sensor Network Using Contract and Game Theories
    Huang, Xumin
    Garg, Sahil
    Nie, Jiangtian
    Lim, Wei Yang Bryan
    Qi, Yuanhang
    Zhang, Yang
    Hossain, M. Shamim
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2022, 9 (01): : 98 - 108
  • [33] Deep Air A Smart City AI Synthetic Data Digital Twin Solving the Scalability Data Problems
    Almirall, Esteve
    Callegaro, Davide
    Bruins, Peter
    Santamaria, Mar
    Martinez, Pablo
    Cortes, Ulises
    ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT, 2022, 356 : 83 - 86
  • [34] AI vs "AI": Synthetic Minds or Speech Acts
    Lewis, Peter R.
    Marsh, Stephen
    Pitt, Jeremy
    IEEE TECHNOLOGY AND SOCIETY MAGAZINE, 2021, 40 (02) : 6 - 13
  • [35] Efficient music analysis mechanism based on AI and IoT data mining
    Wang, Minglong
    Pan, Daohua
    INTERNET TECHNOLOGY LETTERS, 2024, 7 (02)
  • [36] Towards Synthetic Data Generation of VANET Attacks for Efficient Testing
    Rosenstatter, Thomas
    Melnyk, Kateryna
    2023 IEEE INTELLIGENT VEHICLES SYMPOSIUM, IV, 2023,
  • [37] Dataset Condensation via Efficient Synthetic-Data Parameterization
    Kim, Jang-Hyun
    Kim, Jinuk
    Oh, Seong Joon
    Yun, Sangdoo
    Song, Hwanjun
    Jeong, Joonhyun
    Ha, Jung-Woo
    Song, Hyun Oh
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 162, 2022,
  • [38] Synthetic to Realistic Imbalanced Domain Adaption for Urban Scene Perception
    Hua, Yining
    Yi, Dewei
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 18 (05) : 3248 - 3255
  • [39] Fault Diagnosis using eXplainable AI: A transfer learning-based approach for rotating machinery exploiting augmented synthetic data
    Brito, Lucas Costa
    Susto, Gian Antonio
    Brito, Jorge Nei
    Duarte, Marcus Antonio Viana
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 232
  • [40] Efficient Services Management in Libraries using AI and Wireless techniques
    R-Moreno, Maria D.
    Castano, Bonifacio
    Barrero, David F.
    Hellin, Agustin M.
    EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (17) : 7904 - 7913