NDLI: Target recognition in synthetic aperture radar image based on PCANet

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Adaptive manoeuvring target tracking algorithm based on acceleration pre-estimation model

Adaptive processing method for interference cancellation in sky-wave OTHR

Adaptive signal suppression based on modified PCA for a single-point radiation source in radar networks

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PolSAR target scattering interpretation in rotation domain: theory and application

Polarimetric radar target recognition framework based on LSTM

Polarised HRRP scattering centre estimation via atomic norm minimisation

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RBM-based joint dictionary learning for ISAR resolution enhancement

Radar HRRP recognition based on CNN

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Range sidelobe suppression for OFDM-integrated radar and communication signal

Real-valued propagator method for fast DOA estimation via polynomial rooting

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Regional attention-based single shot detector for SAR ship detection

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Rotation error analysis on slant 45° dual polarisation radar feature extraction

SAR high-resolution imaging from missing raw data using StOMP

SAR image synthesis based on conditional generative adversarial networks

SAR village targets extraction and heterogonous image registration

Sea clutter suppression algorithm based on signal resonance

Sea-surface floating small target detection based on feature compression

Sequential optimisation of orthogonal waveforms for MIMO radar

Ship classification based on convolutional neural networks

Ship target detection and segmentation method based on multi-fractal analysis

Ship wake region detection by using multi-feature recombination and area-based morphological analysis in ATI-SAR systems

Simplified LLR algorithm for m-QAM demodulation

Single channel pipelined variable-length FFT processor design

Small vehicles detection based on UAV

Space-time adaptive detection for bistatic MIMO system under covariance matrix persymmetry and symmetric spectrum

Spaceborne synthetic aperture radar imaging mapping methodology based on FPGA-DSP hybrid heterogeneous architecture

Sparse-Bayesian-learning-based translational motion estimation of electromagnetic vortex imaging

Spectral–spatial classification of hyperspectral remote sensing image based on capsule network

Spread spectrum algorithm resistance to wideband non-stationary interference

Stochastic configuration network-based SAR image target classification approach

Target classification using Renyi entropy features of cyclic bispectrum

Target detection approach for DRM-based passive bistatic radar

Target moving trajectory estimation by multiple receivers based on GPS forward scattering radar

Target recognition in synthetic aperture radar image based on PCANet

Target separation detection and motion parameter estimation method based on time-varying autoregressive model

Target tracking with a dynamic and adaptive selection of radars based on entropy

Through-the-wall radar sparse imaging for building walls

Total least square clutter cancellation in passive radar

Tracking fluctuating targets in extremely heterogeneous clutter using amplitude information

Transmitter and receiver polarisation optimisation design for target

Two-dimensional deceptive jamming mitigation algorithm for SAR imaging using frequency diverse array

Unified OSTBC-based communication scheme for cooperative space vehicles

Using integer and fractional measure for processing and recognitions of small and distorted images in optical location and medicine

Visual time-sensitive SAR target detection technology based on human brain mapping

Visualisation and interpretation of PolSAR data based on polarimetric coherence

Waveform design for cognitive radar in presence of jammer using Stackelberg game

Wavefront feature extraction for SAR target recognition

Wideband signal DOA estimation method based on keystone transform

Wind speed estimation of low-altitude wind shear based on combined space–time main channel adaptive processing

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Target recognition in synthetic aperture radar image based on PCANet

Content Provider	IET Digital Library
Author	Qi, Baogui Jing, Haitao Chen, He Zhuang, Yin Yue, Zhuo Wang, Chonglei
Abstract	Automatic targets recognition (ATR) for synthetic aperture radar (SAR) image is very important. ATR can be used in traffic management, national frontier safety, and so on. Traditional algorithms for SAR ATR is composed of extraction features and training classifier. The features are essential for the classification accuracy. However, choosing good features by hand is a hard task. The deep convolutional neural networks (CNNs) which can learn features automatically have got a great performance in natural images. However, the CNNs have many parameters and need a lot of data to train such networks. The remote-sensing data of SAR is limited. Then, the authors need a simple network which needs not much data and easy to train. The principal component analysis network (PCANet) is a shallow network that performs well in the recognition task and needs no hand features choosing. Though this network has produced a wide application in the natural images, it is rarely used in the SAR images. The experimental result of the moving and stationary target acquisition and recognition (MSTAR) dataset shows that the PCANet can achieve over 99% accuracy on ten-class targets. This result is better than traditional algorithms and is very close to the results of deep-learning methods.
Starting Page	7309
Ending Page	7312
Page Count	4
Volume Number	2019
e-ISSN	20513305
Issue Number	Issue 21, Nov (2019)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/joe/2019/21
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/joe.2019.0238
Journal	The Journal of Engineering
Publisher	The Institution of Engineering and Technology
Publisher Date	2019-07-10
Access Restriction	Open
Rights License	Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/)
Subject Keyword	Automatic Targets Recognition Classification Accuracy CNN Computer Vision And Image Processing Technique Convolutional Neural Nets Deep Convolutional Neural Network Deep-learning Method Electrical Engineering Computing Feature Extraction Image Classification Image Recognition Knowledge Engineering Technique Learning in AI Moving And Stationary Target Acquisition And Recognition Dataset MSTAR Dataset National Frontier Safety Natural Image Neural Computing Technique PCANet Principal Component Analysis Principal Component Analysis Network Radar Computing Radar Equipment Radar Imaging Radar Target Recognition Recognition Task Remote-sensing Data SAR ATR SAR Image Shallow Network Statistics Synthetic Aperture Radar Synthetic Aperture Radar Image System And Application Traffic Management Training Classifier
Content Type	Text
Resource Type	Article

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