Data-Efficient Augmentation for Training Neural Networks

被引：0
|
作者：
Liu, Tian Yu [1 ]
Mirzasoleiman, Baharan [1 ]
机构：
[1] Department of Computer Science, University of California, Los Angeles, United States
来源：
Advances in Neural Information Processing Systems | 2022年 / 35卷
基金：
美国国家科学基金会;
关键词：
Compilation and indexing terms; Copyright 2024 Elsevier Inc;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Augmentation techniques - Data augmentation - Datapoints - Enhance learning - Generalisation - Jacobians - Neural-networks - Overfitting - Singular values - State-of-the-art performance
引用
下载
收藏
相关论文
共 50 条
  • [1] Data-Efficient Augmentation for Training Neural Networks
    Liu, Tian Yu
    Mirzasoleiman, Baharan
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 35, NEURIPS 2022, 2022,
  • [2] Data-Efficient Training Strategies for Neural TTS Systems
    Prajwal, K. R.
    Jawahar, C., V
    CODS-COMAD 2021: PROCEEDINGS OF THE 3RD ACM INDIA JOINT INTERNATIONAL CONFERENCE ON DATA SCIENCE & MANAGEMENT OF DATA (8TH ACM IKDD CODS & 26TH COMAD), 2021, : 223 - 227
  • [3] ResMLP: Feedforward Networks for Image Classification With Data-Efficient Training
    Touvron, Hugo
    Bojanowski, Piotr
    Caron, Mathilde
    Cord, Matthieu
    El-Nouby, Alaaeldin
    Grave, Edouard
    Izacard, Gautier
    Joulin, Armand
    Synnaeve, Gabriel
    Verbeek, Jakob
    Jegou, Herve
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 45 (04) : 5314 - 5321
  • [4] Data Based Optimal Control with Neural Networks and Data-Efficient Reinforcement Learning
    Runkler, Thomas A.
    Udluft, Steffen
    Duell, Siegmund
    AT-AUTOMATISIERUNGSTECHNIK, 2012, 60 (10) : 641 - 647
  • [5] Neuromorphic Data Augmentation for Training Spiking Neural Networks
    Li, Yuhang
    Kim, Youngeun
    Park, Hyoungseob
    Geller, Tamar
    Panda, Priyadarshini
    COMPUTER VISION, ECCV 2022, PT VII, 2022, 13667 : 631 - 649
  • [6] Accurate, data-efficient, unconstrained text recognition with convolutional neural networks
    Yousef, Mohamed
    Hussain, Khaled F.
    Mohammed, Usama S.
    PATTERN RECOGNITION, 2020, 108 (108)
  • [7] Data-efficient surrogate modeling of thermodynamic equilibria using Sobolev training, data augmentation and adaptive sampling
    Winz, Joschka
    Engell, Sebastian
    CHEMICAL ENGINEERING SCIENCE, 2024, 299
  • [8] Transfer learning for data-efficient abdominal muscle segmentation with convolutional neural networks
    McSweeney, Donal M.
    Henderson, Edward G.
    van Herk, Marcel
    Weaver, Jamie
    Bromiley, Paul A.
    Green, Andrew
    McWilliam, Alan
    MEDICAL PHYSICS, 2022, 49 (05) : 3107 - 3120
  • [9] Data-Efficient Classification of Birdcall Through Convolutional Neural Networks Transfer Learning
    Efremova, Dina B.
    Sankupellay, Mangalam
    Konovalov, Dmitry A.
    2019 DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA), 2019, : 294 - 301
  • [10] Data-Efficient Adaptive Global Pruning for Convolutional Neural Networks in Edge Computing
    Gao, Zhipeng
    Sun, Shan
    Mo, Zijia
    Rui, Lanlan
    Yang, Yang
    ICC 2023-IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, 2023, : 6633 - 6638
12345