SAR SUPER RESOLUTION VIA MULTI-DICTIONARY

被引：2
|
作者：
He, Chu [1 ]
Liu, Longzhu [1 ]
Liu, Ming [1 ]
Feng, Qian [1 ]
Liao, Mingsheng [2 ]
机构：
[1] Wuhan Univ, Sch Elect Informat, Wuhan 430079, Peoples R China
[2] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R China
来源：
2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS) | 2011年
关键词：
super-resolution; classification; dictionary; Synthetic Aperture Radar (SAR); sparse representation;
D O I：
10.1109/IGARSS.2011.6048975
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
This paper presents a novel approach for super-resolution (SR) reconstruction in Synthetic Aperture Radar (SAR), based on multi-dictionary. In comparison with conventional SR via sparse representation, the algorithm combines the classification with sparse representation. After classifying the training image, we jointly train the low and high resolution dictionaries for each class. And then, the image patches are reconstructed according to different dictionaries, which are chosen in conformity with the class of the image patches. The effectiveness of this method is demonstrated on Terra-SAR datasets.
引用
收藏
页码：366 / 369
页数：4
相关论文
共 50 条
  • [31] Super-Resolution Multi-Look Detection in SAR Tomography
    Danisor, Cosmin
    Fornaro, Gianfranco
    Pauciullo, Antonio
    Reale, Diego
    Datcu, Mihai
    REMOTE SENSING, 2018, 10 (12):
  • [32] Multi-dictionary induced low-rank representation with multi-manifold regularization
    Jinghui Zhou
    Xiangjun Shen
    Sixing Liu
    Liangjun Wang
    Qian Zhu
    Ping Qian
    Applied Intelligence, 2023, 53 : 3576 - 3593
  • [33] Super-resolution processing of SAR images by match pursuit method based on Fourier dictionary
    Wang Xiong-Lliang
    Wang Chun-Ling
    Wang Zheng-Ming
    COMPUTER GRAPHICS, IMAGING AND VISUALISATION: NEW ADVANCES, 2007, : 239 - +
  • [34] Super-resolution processing of SAR images by basis pursuit method based on compacted dictionary
    Department of Mathematics, College of Science, National University of Defense Technology, Changsha 410073, China
    Tien Tzu Hsueh Pao, 2006, 6 (996-1001):
  • [35] Super-resolution processing of SAR images by basis pursuit method based on compacted dictionary
    Wang, XL
    Wang, ZM
    ISTM/2005: 6TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-9, CONFERENCE PROCEEDINGS, 2005, : 6339 - 6342
  • [36] Code Compression in Embedded Processors using Multi-dictionary and Pattern Blocks
    Tu, Ji
    Wang, Zilong
    Zheng, Meisong
    Li, Lijian
    Wang, Junye
    2015 IEEE 28TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2015, : 361 - 365
  • [37] Temperature Field Reconstruction Method for Acoustic Tomography Based on Multi-Dictionary Learning
    Wei, Yuankun
    Yan, Hua
    Zhou, Yinggang
    SENSORS, 2023, 23 (01)
  • [38] UNUSUAL EVENTS DETECTION BASED ON MULTI-DICTIONARY SPARSE REPRESENTATION USING KINECT
    Wang, Can
    Liu, Hong
    2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, : 2968 - 2972
  • [39] A generalized multi-dictionary least squares framework regularized with multi-graph embeddings
    Abeo, Timothy Apasiba
    Shen, Xiang-Jun
    Bao, Bing-Kun
    Zha, Zheng-Jun
    Fan, Jianping
    PATTERN RECOGNITION, 2019, 90 : 1 - 11
  • [40] Sparsity-based inverse halftoning via semi-coupled multi-dictionary learning and structural clustering
    Zhang, Yan
    Zhang, Erhu
    Chen, Wanjun
    Chen, Yajun
    Duan, Jinghong
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2018, 72 : 43 - 53
12345