SAR image data compression using a tree-structured wavelet transform

نویسندگان

  • Zhaohui Zeng
  • Ian G. Cumming
چکیده

SAR image compression is very important in reducing the costs of data storage and transmission in relatively slow channels. In this paper, we propose a compression scheme driven by texture analysis, homogeneity mapping and speckle noise reduction within the wavelet framework. The image compressibility and interpretability are improved by incorporating speckle reduction into the compression scheme. We begin with the classical set partitioning in hierarchical trees (SPIHT) wavelet compression scheme, and modify it to control the amount of speckle reduction, applying different encoding schemes to homogeneous and nonhomogeneous areas of the scene. The results compare favorably with the conventional SPIHT wavelet and the JPEG compression methods.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

SAR Image Compression using Forward Biorthogonal Wavelet Transform Coupled with SPIHT Algorithm

SAR image compression is very important in reducing the costs of data storage and transmission in relatively slow channels. We propose synthetic aperture radar (SAR) complex image compression schemes based on FWT53_FFT with the set partitioning in hierarchical trees (SPIHT) algorithm. The FFT53_FFT (Forward biorthogonal 5/3 wavelet transform) encodes the real images converted by fast Fourier tr...

متن کامل

Robust SAR Image Compression using Bit Plane Encoder

SAR images are different from optical images in many ways. Therefore, the traditional compression methods, which have been used for compression, are not so efficient for the compression of the SAR images. Generally, 2-dimensional Fourier transform (2D-FT) is used for representing a complex SAR image. But the energy of the coefficients of 2D-FT on the complex SAR image distributes in the whole f...

متن کامل

Implementation of VlSI Based Image Compression Approach on Reconfigurable Computing System - A Survey

Image data require huge amounts of disk space and large bandwidths for transmission. Hence, imagecompression is necessary to reduce the amount of data required to represent a digital image. Thereforean efficient technique for image compression is highly pushed to demand. Although, lots of compressiontechniques are available, but the technique which is faster, memory efficient and simple, surely...

متن کامل

An evaluation of SAR image compression techniques

Transform coding based on the Karhunen-Lo eve Transform (KLT), the Discrete Cosine Transform (DCT), and the Discrete Wavelet Transform (DWT) is well-understood for optical images. Transform coding applied to synthetic aperture radar (SAR) data, however, has not been well-studied. This paper compares the results of compressing SAR images using KLT, DCT, and DWT coders. We compare the compression...

متن کامل

Polarmetric SAR Data Compression Using Wavelet Packets in a Block Coding Scheme

Recent progress has been made in designing wavelet compression schemes for SAR image data. In this paper, we propose an improvement to the wavelet method based on a subdivision of the image into blocks, so that an optimal bit allocation can be made based on each block’s statistics. Unlike single-channel SAR data, polarimetric data has HH, VV and HV channels of radar intensity images, plus the p...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • IEEE Trans. Geoscience and Remote Sensing

دوره 39  شماره 

صفحات  -

تاریخ انتشار 2001