Wyner-ziv Coding of Multispectral Images for Airborne Platforms
نویسندگان
چکیده
This paper investigates the application of lossy distributed source coding to high resolution multispectral images. The choice of distributed source coding is motivated by the need for very low encoding complexity on satellite or airborne platforms. The data consists of red, blue, green and infra-red channels and is compressed in an asymmetric Wyner-Ziv setting. One image channel is compressed using traditional JPEG and transmitted to the ground station where it is available as side information for Wyner-Ziv coding of the other channels. Encoding is accomplished by quantizing the image data, applying a Low-Density Parity Check code to the remaining three image channels, and transmitting the resulting syndromes. At the ground station, the image data is recovered from the syndromes by exploiting the correlation in the frequency spectrum of the band being decoded and the JPEG-decoded side information band. Various methods are presented to best exploit this correlation, using real uncompressed images obtained by the – satellite. It is observed that the rate-distortion performance is vastly superior to that of JPEG compression of individual image channels and rivals that of JPEG2000 at much lower encoding complexity.
منابع مشابه
Wyner-Ziv Coding of Still Images with Rate Estimation at the Encoder
We develop a Wyner-Ziv still image codec with decoder feedback, based on a Rate Compatible Punctured Turbo (RCPT) code. Within this framework, two methods of pairing source data with side information are compared and found to be similar in performance. The architecture is modified into a Wyner-Ziv image codec with rate estimation at the encoder. The proposed rate estimator is the mean of the tu...
متن کاملWyner-ziv Coding of Stereo Images with Unsupervised Learning of Disparity
Wyner-Ziv coding can exploit the similarity of stereo images without communication among the cameras. For good compression performance, the disparity among the images should be known at the decoder. Since the Wyner-Ziv encoder has access only to one image, the disparity must be inferred from the compressed bitstream. We develop an Expectation Maximization algorithm to perform unsupervised learn...
متن کاملLayered Wyner-Ziv video coding: a new approach to video compression and delivery
Layered Wyner-Ziv Video Coding: A New Approach to Video Compression and Delivery. (August 2007) Qian Xu, B.S., University of Science & Technology of China; M.S., Texas A&M University Chair of Advisory Committee: Dr. Zixiang Xiong Following recent theoretical works on successive Wyner-Ziv coding, we propose a practical layered Wyner-Ziv video coder using the DCT, nested scalar quantization, and ...
متن کاملComplexity-Constrained Rate-Distortion Optimization of Wyner-Ziv Video Coding
Wyner-Ziv video coding has been widely investigated in recent years. The main characteristic of Wyner-Ziv coding is that side information is available only to the decoder. Many current Wyner-Ziv video coding schemes encode the sequences using two approaches which separate the frames into what are known as key frames and Wyner-Ziv frames. Key frames are encoded using conventional video coding me...
متن کاملHigh-rate quantization and transform coding with side information at the decoder
We extend high-rate quantization theory to Wyner-Ziv coding, i.e., lossy source coding with side information at the decoder. Ideal Slepian-Wolf coders are assumed, thus rates are conditional entropies of quantization indices given the side information. This theory is applied to the analysis of orthonormal block transforms for Wyner-Ziv coding. A formula for the optimal rate allocation and an ap...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2010