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Enhancing LTW image encoder with perceptual coding and GPU-optimized 2D-DWT transform

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TLDR
This work proposes an optimization of the E_LTW encoder with the aim to increase its R/D performance through perceptual encoding techniques and reduce the encoding time by means of a graphics processing unit-optimized version of the two-dimensional discrete wavelet transform.
Abstract
When optimizing a wavelet image coder, the two main targets are to (1) improve its rate-distortion (R/D) performance and (2) reduce the coding times. In general, the encoding engine is mainly responsible for achieving R/D performance. It is usually more complex than the decoding part. A large number of works about R/D or complexity optimizations can be found, but only a few tackle the problem of increasing R/D performance while reducing the computational cost at the same time, like Kakadu, an optimized version of JPEG2000. In this work we propose an optimization of the E_LTW encoder with the aim to increase its R/D performance through perceptual encoding techniques and reduce the encoding time by means of a graphics processing unit-optimized version of the two-dimensional discrete wavelet transform. The results show that in both performance dimensions, our enhanced encoder achieves good results compared with Kakadu and SPIHT encoders, achieving speedups of 6 times with respect to the original E_LTW encoder.

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Journal ArticleDOI

Hardware implementation of machine vision systems: image and video processing

TL;DR: This contribution focuses on different topics covered by the special issue titled ‘Hardware Implementation of Machine vision Systems’ including FPGAs, GPUS, embedded systems, multicore implementations for image analysis such as edge detection, segmentation, pattern recognition and object recognition/interpretation.
References
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Proceedings ArticleDOI

Design and evaluation of perceptual masks for wavelet image compression

TL;DR: New HVS techniques are developed-in the form of perceptual weighting masks derived from the luminance contrast sensitivity function-and their performance for grayscale and color images using the biorthogonal 9/7 and 22/14 wavelet transforms is illustrated.
Proceedings ArticleDOI

A Study of Objective Quality Assessment Metrics for Video Codec Design and Evaluation

TL;DR: The purpose is to find a video quality metric that is able to substitute PSNR for video quality assessment and determine a more accurate R/D performance metric when designing and evaluating video codec proposals.
Proceedings ArticleDOI

E-LTW: An enhanced LTW encoder with sign coding and precise rate control

TL;DR: A new non-embedded LTW codec version (E-LTW) with precise rate control method and good R/D performance due to the use of intra band neighboring context modeling for sign coding is proposed.
Proceedings ArticleDOI

Impact of rate control tools on very fast non-embedded wavelet image encoders

TL;DR: In this paper, the authors analyze the impact of simple rate control tools for non-embedded wavelet image encoders in order to determine if the inclusion of rate control functionality is worth enough with respect to popular embedded encoder like SPIHT and JPEG2000 in terms of R/D performance, coding delay and memory consumption.
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