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
收藏
相关论文
共 50 条
  • [21] Soft clustering algorithms based on neural networks
    Institute of Informatics, Slovak Academy of Sciences, Dúbravská cesta 9, 845 07 Bratislava 45, Slovakia
    不详
    IEEE Int. Symp. Comput. Intell. Informatics, CINTI - Proc., (439-442):
  • [22] LEARNING CONNECTED ATTENTIONS FOR CONVOLUTIONAL NEURAL NETWORKS
    Ma, Xu
    Guo, Jingda
    Tang, Sihai
    Qiao, Zhinan
    Chen, Qi
    Yang, Qing
    Fu, Song
    Palacharla, Paparao
    Wang, Nannan
    Wang, Xi
    Proceedings - IEEE International Conference on Multimedia and Expo, 2021,
  • [23] Automated Pothole Detection with Convolutional Neural Networks
    Kumar, V. Bhuvana
    Yedukondalu, N.
    Rao, A. Narayana
    Proceedings - 2024 5th International Conference on Image Processing and Capsule Networks, ICIPCN 2024, 2024, : 407 - 411
  • [24] Graph Neural Networks with Diverse Spectral Filtering
    Guo, Jingwei
    Huang, Kaizhu
    Yi, Xinping
    Zhang, Rui
    ACM Web Conference 2023 - Proceedings of the World Wide Web Conference, WWW 2023, 2023, : 306 - 316
  • [25] A Survey of Backdoor Attacks and Defenses on Neural Networks
    Wang, Xu-Tong
    Yin, Jie
    Liu, Chao-Ge
    Xu, Chen-Chen
    Huang, Hao
    Wang, Zhi
    Zhang, Fang-Jiao
    Jisuanji Xuebao/Chinese Journal of Computers, 2024, 47 (08): : 1713 - 1743
  • [26] Hierarchical autoregressive neural networks for statistical systems
    Bialas, Piotr
    Korcyl, Piotr
    Stebel, Tomasz
    Computer Physics Communications, 2022, 281
  • [27] Data-driven modeling of geometry-adaptive steady heat transfer based on convolutional neural networks: Heat convection
    Peng, Jiang-Zhou
    Liu, Xianglei
    Aubry, Nadine
    Chen, Zhihua
    Wu, Wei-Tao
    arXiv, 2021,
  • [28] Joint Span Segmentation and Rhetorical Role Labeling with Data Augmentation for Legal Documents
    Santosh, T.Y.S.S.
    Bock, Philipp
    Grabmair, Matthias
    arXiv, 2023,
  • [29] Radio frequency fingerprint data augmentation for indoor localization based on diffusion model
    Ai, Haojun
    Zeng, Weike
    Tao, Jingjie
    Xu, Jinying
    Chang, Hanxiao
    Tongxin Xuebao/Journal on Communications, 2023, 44 (11): : 201 - 212
  • [30] Neural Networks in the Construction Industry: Knowledge Gaps and Possibilities
    Jacobsen, Emil L.
    Teizer, Jochen
    Construction Research Congress 2022: Computer Applications, Automation, and Data Analytics - Selected Papers from Construction Research Congress 2022, 2022, 2-B : 1174 - 1183