Transfer Function-Guided Saliency-Aware Compression for Transmitting Volumetric Data

We introduce a transfer-function-guided three-dimensional (3-D) block-based saliency-aware compression scheme for volumetric data that is both content and spatially scalable. Salient 3-D volumetric blocks are identified and weighted with the help of a transfer function which is used to render the da...

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Vydané v:	IEEE transactions on multimedia Ročník 22; číslo 9; s. 2262 - 2277
Hlavní autori:	Park, Ji Hwan, Gutenko, Ievgeniia, Kaufman, Arie E.
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Piscataway IEEE 01.09.2020 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:	Compression Compression tests Data compression Data visualization discrete cosine transform Discrete cosine transforms Electronic devices Encoding Error reduction Image coding Image reconstruction Mobile computing Progressive image transmission Rendering (computer graphics) Salience saliency Three-dimensional displays Transfer functions volume visualization Wavelet transforms wavelets
ISSN:	1520-9210, 1941-0077
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Abstract	We introduce a transfer-function-guided three-dimensional (3-D) block-based saliency-aware compression scheme for volumetric data that is both content and spatially scalable. Salient 3-D volumetric blocks are identified and weighted with the help of a transfer function which is used to render the data. We describe our method in the form of a framework for processing, progressive transmission, and visualization of volumetric data on a target device, such as a mobile device with limited computational resources. In particular, we address the transmission bottleneck incurred when transferring 3-D volumetric data. Identified salient regions are progressively transmitted to the target device. The received data are rendered progressively in the respective order with a predefined or user-defined transfer function. Our method is developed with medical applications in mind, where preservation of all information is essential for clinical diagnosis. Because our method is integrated into a resolution scalable coding scheme with an integer wavelet transform of the image, it allows the rendering of each significant region at a different resolution up to fully lossless reconstruction. We perform a thorough qualitative and quantitative evaluation of the saliency detection method and the resulting saliency-aware compression schemes. Our results show reduced error in representation of the volumetric data with our method.
AbstractList	We introduce a transfer-function-guided three-dimensional (3-D) block-based saliency-aware compression scheme for volumetric data that is both content and spatially scalable. Salient 3-D volumetric blocks are identified and weighted with the help of a transfer function which is used to render the data. We describe our method in the form of a framework for processing, progressive transmission, and visualization of volumetric data on a target device, such as a mobile device with limited computational resources. In particular, we address the transmission bottleneck incurred when transferring 3-D volumetric data. Identified salient regions are progressively transmitted to the target device. The received data are rendered progressively in the respective order with a predefined or user-defined transfer function. Our method is developed with medical applications in mind, where preservation of all information is essential for clinical diagnosis. Because our method is integrated into a resolution scalable coding scheme with an integer wavelet transform of the image, it allows the rendering of each significant region at a different resolution up to fully lossless reconstruction. We perform a thorough qualitative and quantitative evaluation of the saliency detection method and the resulting saliency-aware compression schemes. Our results show reduced error in representation of the volumetric data with our method.
Author	Park, Ji Hwan Gutenko, Ievgeniia Kaufman, Arie E.
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SubjectTerms	Compression Compression tests Data compression Data visualization discrete cosine transform Discrete cosine transforms Electronic devices Encoding Error reduction Image coding Image reconstruction Mobile computing Progressive image transmission Rendering (computer graphics) Salience saliency Three-dimensional displays Transfer functions volume visualization Wavelet transforms wavelets
Title	Transfer Function-Guided Saliency-Aware Compression for Transmitting Volumetric Data
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