Few-Shot Learning With Label Smoothing and Metric Space Optimization for Hyperspectral Image Classification

被引：0
|
作者：
Song, Dongmei [1 ]
Qin, Fuhou [1 ]
Wang, Bin [1 ]
Dai, Song [1 ]
机构：
[1] China University of Petroleum (East China), College of Oceanography and Space Informatics, Qingdao,266580, China
来源：
IEEE Transactions on Geoscience and Remote Sensing | 2024年 / 62卷
基金：
中国国家自然科学基金;
关键词：
Labeled data - Photomapping - Zero-shot learning;
D O I：
10.1109/TGRS.2024.3477933
中图分类号：
学科分类号：
摘要：
引用
下载
收藏
相关论文
共 50 条
  • [31] Few-Shot Learning for Medical Image Classification
    Cai, Aihua
    Hu, Wenxin
    Zheng, Jun
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, ICANN 2020, PT I, 2020, 12396 : 441 - 452
  • [32] SPECTRAL MASKED AUTOENCODER FOR FEW-SHOT HYPERSPECTRAL IMAGE CLASSIFICATION
    Feng, Pengming
    Wang, Kaihan
    Guan, Jian
    He, Guangjun
    Jin, Shichao
    IGARSS 2023 - 2023 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2023, : 5041 - 5044
  • [33] GRID-TRANSFORMER FOR FEW-SHOT HYPERSPECTRAL IMAGE CLASSIFICATION
    Guo, Ying
    He, Mingyi
    Fan, Bin
    2023 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP, 2023, : 755 - 759
  • [34] Global Prototypical Network for Few-Shot Hyperspectral Image Classification
    Zhang, Chengye
    Yue, Jun
    Qin, Qiming
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 13 (13) : 4748 - 4759
  • [35] Deep Relation Network for Hyperspectral Image Few-Shot Classification
    Gao, Kuiliang
    Liu, Bing
    Yu, Xuchu
    Qin, Jinchun
    Zhang, Pengqiang
    Tan, Xiong
    REMOTE SENSING, 2020, 12 (06)
  • [36] Local Mutual Metric Network for Few-Shot Image Classification
    Li, Yaohui
    Li, Huaxiong
    Chen, Haoxing
    Chen, Chunlin
    PATTERN RECOGNITION AND COMPUTER VISION, PT I, 2021, 13019 : 443 - 454
  • [37] DUAL GRAPH CROSS-DOMAIN FEW-SHOT LEARNING FOR HYPERSPECTRAL IMAGE CLASSIFICATION
    Zhang, Yuxiang
    Li, Wei
    Zhang, Mengmeng
    Tao, Ran
    2022 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2022, : 3573 - 3577
  • [38] Graph-Based Deep Multitask Few-Shot Learning for Hyperspectral Image Classification
    Li, Na
    Zhou, Deyun
    Shi, Jiao
    Zheng, Xiaolong
    Wu, Tao
    Yang, Zhen
    REMOTE SENSING, 2022, 14 (09)
  • [39] Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning
    Liu, Shengjie
    Shi, Qian
    Zhang, Liangpei
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 59 (06): : 5085 - 5102
  • [40] A Bayesian Meta-Learning-Based Method for Few-Shot Hyperspectral Image Classification
    Zhang, Jing
    Liu, Liqin
    Zhao, Rui
    Shi, Zhenwei
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 61
12345