Dr. Michael W. Marcellin Profile

Dr. Michael W. Marcellin

Regents Professor at Univ. of Arizona

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Author

Publications (28)

Proceedings Article | 19 September 2017 Presentation + Paper

Lossless medical image compression through lightweight binary arithmetic coding

Joan Bartrina-Rapesta, Victor Sanchez, Joan Serra-Sagristà, Michael Marcellin, Francesc Aulí-Llinàs, Ian Blanes

Proceedings Volume 10396, 103960S (2017) https://doi.org/10.1117/12.2273725

KEYWORDS: Image compression, Medical imaging, Binary data, Image transmission

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Proceedings Article | 28 September 2016 Presentation + Paper

Visibility thresholds for visually lossy JPEG2000

Feng Liu, Yuzhang Lin, Eze Ahanonu, Michael Marcellin, Amit Ashok, Elizabeth Krupinski, Ali Bilgin

Proceedings Volume 9971, 99711P (2016) https://doi.org/10.1117/12.2238411

KEYWORDS: Visualization, JPEG2000, Image compression, Visual compression, Visibility, Quantization, Wavelets, Chromium, Distortion, Computer programming

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Proceedings Article | 23 May 2014 Paper

Compressive sensing of direct sequence spread spectrum signals

Feng Liu, Michael Marcellin, Nathan Goodman, Ali Bilgin

Proceedings Volume 9109, 91090A (2014) https://doi.org/10.1117/12.2053370

KEYWORDS: Modulation, Signal to noise ratio, Associative arrays, Compressed sensing, Signal generators, Binary data, Chromium, Structural sensing, Structural design, Computer engineering

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Proceedings Article | 31 May 2013 Paper

Compressive detection of frequency-hopping spread spectrum signals

Feng Liu, Michael Marcellin, Nathan Goodman, Ali Bilgin

Proceedings Volume 8717, 87170P (2013) https://doi.org/10.1117/12.2015969

KEYWORDS: Signal detection, Sensors, Signal to noise ratio, Niobium, Receivers, Scanners, Modulation, Linear filtering, Monte Carlo methods, Interference (communication)

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Proceedings Article | 15 September 2008 Paper

Scalable low complexity image coder for remote volume visualization

Hariharan Lalgudi, Michael Marcellin, Ali Bilgin, Mariappan Nadar

Proceedings Volume 7073, 707317 (2008) https://doi.org/10.1117/12.794430

KEYWORDS: Image compression, Visualization, Image visualization, JPEG2000, Image transmission, Image quality, Volume rendering, Volume visualization, Visual process modeling, Discrete wavelet transforms

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Proceedings Article | 29 January 2007 Paper

Joint source-channel rate allocation in parallel channels

Lingling Pu, Michael Marcellin, Ivan Djordjevic, Bane Vasic, Ali Bilgin

Proceedings Volume 6508, 65081A (2007) https://doi.org/10.1117/12.702605

KEYWORDS: Radon, Signal to noise ratio, Orthogonal frequency division multiplexing, JPEG2000, Modulation, Systems modeling, Phase only filters, Image transmission, Video, Telecommunications

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Proceedings Article | 29 April 2005 Paper

Four-dimensional compression of fMRI using JPEG2000

Hariharan Lalgudi, Ali Bilgin, Michael Marcellin, Ali Tabesh, Mariappan Nadar, Theodore Trouard

Proceedings Volume 5747, (2005) https://doi.org/10.1117/12.595885

KEYWORDS: Functional magnetic resonance imaging, Image compression, JPEG2000, Statistical analysis, Wavelets, Brain, 3D image processing, Neuroimaging, Analytical research, Medical imaging

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Proceedings Article | 29 April 2005 Paper

The effects of 3D region-based compression on the performance of an automatic lung nodule detection system

Benjamin Odry, Karthik Krishnan, Mariappan Nadar, David Naidich, Carol Novak, Michael Marcellin

Proceedings Volume 5747, (2005) https://doi.org/10.1117/12.595475

KEYWORDS: Lung, Image compression, Computer aided design, Image segmentation, Detection and tracking algorithms, JPEG2000, Computer aided diagnosis and therapy, Computed tomography, Medical imaging, Image processing algorithms and systems

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There is growing interest in computer aided diagnosis applications including automatic detection of lung nodules from multislice computed tomography (CT). However the increase in the number and size of CT datasets introduces high costs for data storage and transmission, and becomes an obstacle to routine clinical exam as well as hindering widespread utilization of computerized applications. We investigated the effects of 3D lossy region-based JPEG2000 standard compression on the results of an automatic lung nodule detection system. As the algorithm detects the lungs within the datasets, we used this lung segmentation to define a region of interest (ROI) where the compression should be of higher fidelity. We tested 4 methods of 3D compression: 1) default compression of the whole image, 2) default compression of segmented lungs with masking out all non-lung regions, 3) ROI-based compression as specified in the JPEG2000 standard and 4) compression where voxels in the ROI are weighted to be given emphasis in the encoding. We tested 7 compression ratios per method: 1, 4, 6, 8, 10, 20, and 30 to 1. We then evaluated our experimental CAD algorithm on 10 patients with 67 documented nodules initially identified on the decompressed data. Sensitivities and false positive rates were compared for the various compression methods and ratios. We found that region-based compression generally performs better than default compression. The sensitivity with default compression decreased from 85% at no compression to 61% at 30:1 compression, a decrease of 25%, whereas the masked compression method saw a decreased in sensitivity on only 13.5% at maximum compression. At compression levels up to 10:1, all 3 region-based compression methods had decreases in sensitivity of 7.5% or less. Detection of small nodules (< 4mm in diameter) was more affected by compression than detection of large nodules; sensitivity to calcified nodules was less affected by compression than to non-calcified nodules.

Proceedings Article | 15 April 2005 Paper

Prioritization of compressed data by tissue type using JPEG2000

Karthik Krishnan, Michael Marcellin, Ali Bilgin, Mariappan Nadar

Proceedings Volume 5748, (2005) https://doi.org/10.1117/12.594914

KEYWORDS: JPEG2000, Wavelets, Computer programming, Image compression, Tissues, Discrete wavelet transforms, Bone, Visualization, Medical imaging, Distortion

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Proceedings Article | 15 April 2005 Paper

Compression of multislice CT: 2D vs. 3D JPEG2000 and effects of slice thickness

Eliot Siegel, Khan Siddiqui, Jeffrey Johnson, Olivier Crave, Zhenyu Wu, Joseph Dagher, Ali Bilgin, Michael Marcellin, Mariappan Nadar, Bruce Reiner

Proceedings Volume 5748, (2005) https://doi.org/10.1117/12.596037

KEYWORDS: Image compression, Computed tomography, 3D image processing, Image quality, JPEG2000, Medical imaging, Image quality standards, 3D modeling, Visualization, Diagnostics

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Proceedings Article | 14 March 2005 Paper

Reduced memory multi-layer multi-component rate allocation for JPEG2000

Prajit Kulkarni, Ali Bilgin, Michael Marcellin, Joseph Dagher, Thomas Flohr, Janet Rountree

Proceedings Volume 5685, (2005) https://doi.org/10.1117/12.584776

KEYWORDS: JPEG2000, Image compression, Computer programming, Image processing, Image quality, Wavelet transforms, Wavelets, Remote sensing, Data acquisition, Signal to noise ratio

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Proceedings Article | 2 November 2004 Paper

Optimal rate allocation for joint compression and classification in JPEG 2000

Ali Tabesh, Michael Marcellin, Mark Neifeld

Proceedings Volume 5558, (2004) https://doi.org/10.1117/12.564824

KEYWORDS: Image compression, Distortion, Bismuth, Wavelets, Quantization, Image classification, JPEG2000, Target recognition, Target detection, Algorithm development

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Proceedings Article | 19 April 2004 Paper

Compression/decompression strategies for large-volume medical imagery

Karthik Krishnan, Michael Marcellin, Ali Bilgin, Mariappan Nadar

Proceedings Volume 5371, (2004) https://doi.org/10.1117/12.535650

KEYWORDS: Discrete wavelet transforms, JPEG2000, Visualization, Medical imaging, Wavelets, Distortion, Visual compression, Image compression, Data modeling, Data compression

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Proceedings Article | 18 January 2004 Paper

Robust transmission of JPEG2000 codestreams over packet erasure channels

Zhenyu Wu, Ali Bilgin, Lingling Pu, Michael Marcellin

Proceedings Volume 5308, (2004) https://doi.org/10.1117/12.526014

KEYWORDS: JPEG2000, Forward error correction, Data compression, Image segmentation, Image transmission, Image compression, Wavelets, Computer programming, Image quality, Reliability

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Proceedings Article | 23 June 2003 Paper

Compression of LADAR imagery

Joseph Dagher, Michael Marcellin, Mark Neifeld

Proceedings Volume 5150, (2003) https://doi.org/10.1117/12.503160

KEYWORDS: Image compression, Sensors, 3D image processing, LIDAR, JPEG2000, 3D metrology, Computer programming, Clouds, Image processing, Data acquisition

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Proceedings Article | 7 May 2003 Paper

Transmission of JPEG2000 codestreams over packet erasure channels

Ali Bilgin, Zhenyu Wu, Michael Marcellin

Proceedings Volume 5022, (2003) https://doi.org/10.1117/12.476633

KEYWORDS: JPEG2000, Forward error correction, Distortion, Computer programming, Image quality, Wavelets, Remote sensing, Algorithm development, Automatic repeat request, Image compression

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Proceedings Article | 4 January 2002 Paper

Packetization of JPEG2000 codestreams

Ali Bilgin, Zhenyu Wu, Michael Marcellin

Proceedings Volume 4671, (2002) https://doi.org/10.1117/12.453104

KEYWORDS: JPEG2000, Wavelets, Forward error correction, Automatic repeat request, Computer programming, Remote sensing, Error analysis, Image segmentation, Image quality, Wavelet transforms

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Proceedings Article | 4 January 2002 Paper

Rate control for multisequence video streaming

Joseph Dagher, Ali Bilgin, Michael Marcellin

Proceedings Volume 4671, (2002) https://doi.org/10.1117/12.453060

KEYWORDS: Video, Wavelets, JPEG2000, Video coding, Video compression, Image compression, Wavelet transforms, Computer programming, Multiplexing, Distortion

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Proceedings Article | 7 December 2001 Paper

Scan-based implementation of JPEG 2000 extensions

Janet Rountree, Brian Webb, Thomas Flohr, Michael Marcellin

Proceedings Volume 4472, (2001) https://doi.org/10.1117/12.449761

KEYWORDS: Remote sensing, Transform theory, Quantization, Wavelet transforms, Wavelets, Standards development, Image compression, Algorithm development, Satellites, Scanners

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Proceedings Article | 7 December 2001 Paper

Efficient rate control for video streaming

Joseph Dagher, Ali Bilgin, Michael Marcellin

Proceedings Volume 4472, (2001) https://doi.org/10.1117/12.449759

KEYWORDS: JPEG2000, Video, Image compression, Video compression, Distortion, Computer programming, Detection and tracking algorithms, Wireless communications, Digital video recorders, Video surveillance

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Proceedings Article | 28 December 2000 Paper

TCQ in JPEG 2000

Troy Chinen, Thomas Flohr, Michael Marcellin

Proceedings Volume 4115, (2000) https://doi.org/10.1117/12.411575

KEYWORDS: Visualization, Quantization, Image compression, Raster graphics, Image quality, Computer programming, Wavelets, Visual compression, Skin, Roads

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Proceedings Article | 28 December 2000 Paper

Scan-based processing with JPEG 2000

Thomas Flohr, Michael Marcellin, Janet Rountree

Proceedings Volume 4115, (2000) https://doi.org/10.1117/12.411559

KEYWORDS: Image compression, Wavelets, Remote sensing, Wavelet transforms, Image processing, Computer programming, Quantization, Image sensors, Sensors, Space operations

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Proceedings Article | 28 December 2000 Paper

Summary of technology and testbed for JPEG 2000

Thomas Flohr, David Taubman, Michael Marcellin

Proceedings Volume 4115, (2000) https://doi.org/10.1117/12.411563

KEYWORDS: Image compression, Wavelets, Standards development, Image resolution, Transform theory, Image processing, Quantization, Wavelet transforms, Image quality standards, Computer programming

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Proceedings Article | 15 November 2000 Paper

JPEG-2000 compression using 3D wavelets and KLT with application to HYDICE data

James Kasner, Ali Bilgin, Michael Marcellin, Austin Lan, Bernard Brower, Sylvia Shen, Timothy Wilkinson

Proceedings Volume 4132, (2000) https://doi.org/10.1117/12.406584

KEYWORDS: Wavelets, Quantization, Image compression, Standards development, Computer programming, Sensors, Algorithm development, Calibration, Matrices, Signal to noise ratio

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Proceedings Article | 1 October 1998 Paper

Wavelet TCQ: submission to JPEG-2000

Philip Sementilli, Ali Bilgin, James Kasner, Michael Marcellin

Proceedings Volume 3460, (1998) https://doi.org/10.1117/12.323190

KEYWORDS: Image compression, Wavelets, Computer programming, Standards development, Quantization, Discrete wavelet transforms, Image quality, Image processing, Filtering (signal processing), Visualization

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Proceedings Article | 1 October 1998 Paper

Combined compression and denoising of images using vector quantization

Kannan Panchapakesan, Ali Bilgin, David Sheppard, Michael Marcellin, Bobby Hunt

Proceedings Volume 3460, (1998) https://doi.org/10.1117/12.323206

KEYWORDS: Computer programming, Image compression, Denoising, Quantization, Signal to noise ratio, Distortion, Error analysis, Data compression, Image processing, Image analysis

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Proceedings Article | 8 July 1994 Paper

Hyperspectral image compression using 3D discrete cosine transform and entropy-constrained trellis-coded quantization

Glen Abousleman, Michael Marcellin, Bobby Hunt

Proceedings Volume 2231, (1994) https://doi.org/10.1117/12.179774

KEYWORDS: Image compression, Computer programming, Quantization, Hyperspectral imaging, Sensors, Spectral resolution, Spectrometers, 3D image processing, Landsat, Earth observing sensors

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Proceedings Article | 1 October 1992 Paper

Wavelet coding of images using trellis-coded quantization

Parthasarathy Sriram, Michael Marcellin

Proceedings Volume 1705, (1992) https://doi.org/10.1117/12.138469

KEYWORDS: Computer programming, Wavelets, Discrete wavelet transforms, Quantization, Image compression, Visual information processing, Lawrencium, Image resolution, Reconstruction algorithms, Data compression

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Showing 5 of 28 publications

Conference Committee Involvement (2)

Visual Communications and Image Processing 2009

20 January 2009 | San Jose, California, United States

Visual Communications and Image Processing 2008

29 January 2008 | San Jose, California, United States

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