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
  • [1] SYNTHETIC DATA AND THE FUTURE OF AI
    Lee, Peter
    CORNELL LAW REVIEW, 2025, 110 (01) : 1 - 74
  • [2] A Systematic Review of Synthetic Data Generation Techniques Using Generative AI
    Goyal, Mandeep
    Mahmoud, Qusay H.
    ELECTRONICS, 2024, 13 (17)
  • [3] Low-cost wavefront sensing using artificial intelligence (AI) with synthetic data
    Baudat, Gaston
    OPTICAL SENSING AND DETECTION VI, 2021, 11354
  • [4] Efficient Shadow Detection and Removal using Synthetic Data with Domain Adaptation
    Guo, Rui
    Ayinde, Babajide
    Sun, Hao
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 5867 - 5874
  • [5] Cybersecurity Framework for Synthetic Data in Training Medical AI
    Greser, Jaroslaw
    EUROPEAN JOURNAL OF RISK REGULATION, 2024, 15 (04) : 903 - 911
  • [6] Optimized Crash Safety through AI and Synthetic Data
    Laufer, Patrick
    Konhäuser, Robin
    ATZ worldwide, 2023, 125 (12) : 28 - 33
  • [7] Data Booleanization for Energy Efficient On-Chip Learning using Logic Driven AI
    Rahman, Tousif
    Wheeldon, Adrian
    Shafik, Rishad
    Yakovlev, Alex
    Lei, Jie
    Granmo, Ole-Christoffer
    Das, Shidhartha
    2022 INTERNATIONAL SYMPOSIUM ON THE TSETLIN MACHINE (ISTM 2022), 2022, : 29 - 36
  • [8] Towards data-efficient mechanical design of bicontinuous composites using generative AI
    Milad Masrouri
    Zhao Qin
    Theoretical&AppliedMechanicsLetters, 2024, 14 (01) : 57 - 64
  • [9] A Methodology for Efficient Data Processing in AI Applications Using Adaptive Sampling and Automated Testing
    Chennareddy, Venkateswarlu
    Patibandla, Pavan Kumar
    Koppula, Rama C.
    2024 4TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND ARTIFICIAL INTELLIGENCE, CCAI 2024, 2024, : 552 - 556
  • [10] Towards data-efficient mechanical design of bicontinuous composites using generative AI
    Masrouri, Milad
    Qin, Zhao
    THEORETICAL AND APPLIED MECHANICS LETTERS, 2024, 14 (01)
12345