Dr. Moncef Gabbouj Profile

Dr. Moncef Gabbouj

Professor at Tampere Univ

SPIE Involvement:

Author

Publications (32)

Proceedings Article | 27 October 2011 Paper

Dynamic and data-driven classification for polarimetric SAR images

S. Uhlmann, S. Kiranyaz, T. Ince, M. Gabbouj

Proceedings Volume 8180, 81800W (2011) https://doi.org/10.1117/12.897912

KEYWORDS: Synthetic aperture radar, Image classification, Binary data, Polarimetry, Feature extraction, Image processing, Databases, Particle swarm optimization, Neurons, Scattering

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In this paper, we introduce dynamic and scalable Synthetic Aperture Radar (SAR) terrain classification based on the Collective Network of Binary Classifiers (CNBC). The CNBC framework is primarily adapted to maximize the SAR classification accuracy on dynamically varying databases where variations do occur in any time in terms of (new) images, classes, features and users' relevance feedback. Whenever a "change" occurs, the CNBC dynamically and "optimally" adapts itself to the change by means of its topology and the underlying evolutionary method MD PSO. Thanks to its "Divide and Conquer" type approach, the CNBC can also support varying and large set of (PolSAR) features among which it optimally selects, weighs and fuses the most discriminative ones for a particular class. Each SAR terrain class is discriminated by a dedicated Network of Binary Classifiers (NBC), which encapsulates a set of evolutionary Binary Classifiers (BCs) discriminating the class with a distinctive feature set. Moreover, with each incremental evolution session, new classes/features can be introduced which signals the CNBC to create new corresponding NBCs and BCs within to adapt and scale dynamically to the change. This can in turn be a significant advantage when the current CNBC is used to classify multiple SAR images with similar terrain classes since no or only minimal (incremental) evolution sessions are needed to adapt it to a new classification problem while using the previously acquired knowledge. We demonstrate our proposed classification approach over several medium and highresolution NASA/JPL AIRSAR images applying various polarimetric decompositions. We evaluate and compare the computational complexity and classification accuracy against static Neural Network classifiers. As CNBC classification accuracy can compete and even surpass them, the computational complexity of CNBC is significantly lower as the CNBC body supports high parallelization making it applicable to grid/cloud computing.

Proceedings Article | 15 July 2010 Paper

Time-variable camera separation for compression of stereoscopic video

Maosheng Ji, Miska Hannuksela, Moncef Gabbouj, Houqiang Li

Proceedings Volume 7744, 77440G (2010) https://doi.org/10.1117/12.863352

KEYWORDS: Video, Switches, Video coding, Cameras, Video compression, Laser Doppler velocimetry, Signal processing, Lithium, Stereoscopic displays, Eye

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Proceedings Article | 19 January 2009 Paper

Optimal FEC code concatenation for unequal error protection in video streaming applications

Lukasz Kondrad, Imed Bouazizi, Vinod Kumar Malamal Vadakital, Moncef Gabbouj

Proceedings Volume 7253, 725303 (2009) https://doi.org/10.1117/12.815556

KEYWORDS: Video, Forward error correction, Error analysis, Distortion, Multimedia, Video compression, Detection and tracking algorithms, Positron emission tomography, Receivers, Computer simulations

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Proceedings Article | 27 February 2008 Paper

Human visual system based adaptive inter quantization

Jin Li, Jari Koivusaari, Jarmo Takala, Moncef Gabbouj, Hexin Chen

Proceedings Volume 6821, 682106 (2008) https://doi.org/10.1117/12.765045

KEYWORDS: Quantization, Video, Spatial frequencies, Video processing, Visual system, Video coding, Matrices, Visualization, Motion models, Computing systems

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Proceedings Article | 26 February 2007 Paper

Reducing computational complexity of three-dimensional discrete cosine transform in video coding process

Jari Koivusaari, Jarmo Takala, Moncef Gabbouj

Proceedings Volume 6507, 650707 (2007) https://doi.org/10.1117/12.703943

KEYWORDS: Video coding, Video processing, Video, Quantization, Computer programming, 3D video compression, Motion estimation, 3D image processing, Image processing, Mobile devices

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Proceedings Article | 10 February 2006 Paper

Audio-based queries for video retrieval over Java enabled mobile devices

Iftikhar Ahmad, Faouzi Alaya Cheikh, Serkan Kiranyaz, Moncef Gabbouj

Proceedings Volume 6074, 607409 (2006) https://doi.org/10.1117/12.642756

KEYWORDS: Video, Mobile devices, Databases, Multimedia, Visualization, Java, Feature extraction, Image retrieval, Cameras, Computer programming

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Proceedings Article | 10 February 2006 Paper

Image coding using adaptive resizing in the block-DCT domain

Jari Koivusaari, Jarmo Takala, Moncef Gabbouj

Proceedings Volume 6074, 607405 (2006) https://doi.org/10.1117/12.642947

KEYWORDS: Image processing, Image compression, Quantization, Matrices, Computer programming, Video processing, Computing systems, Visualization, Video coding, Video

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Proceedings Article | 24 June 2005 Paper

Improved H.264/AVC video broadcast/multicast

Dong Tian, Vinod Kumar MV, Miska Hannuksela, Stephan Wenger, Moncef Gabbouj

Proceedings Volume 5960, 596009 (2005) https://doi.org/10.1117/12.631439

KEYWORDS: Forward error correction, Video, Receivers, Computer programming, Error analysis, Video coding, Multimedia, Standards development, Video processing, Video compression

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Proceedings Article | 24 June 2005 Paper

Quality scalability in H.264/AVC video coding

Ville-Pekka Limnell, Dong Tian, Miska Hannuksela, Moncef Gabbouj

Proceedings Volume 5960, 59601O (2005) https://doi.org/10.1117/12.631568

KEYWORDS: Scalable video coding, Computer programming, Quantization, Video coding, Distortion, Video, Signal processing, Signal to noise ratio, Receivers, Image processing

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Proceedings Article | 14 March 2005 Paper

An accurate semi-automatic segmentation scheme based on watershed and change detection mask

Cedric De Roover, Moncef Gabbouj, Benoit Macq

Proceedings Volume 5685, (2005) https://doi.org/10.1117/12.586799

KEYWORDS: Image segmentation, Image filtering, Video, Video surveillance, Image processing algorithms and systems, Code division multiplexing, Motion estimation, Human-machine interfaces, Motion models, Image fusion

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Proceedings Article | 14 March 2005 Paper

Content-based image retrieval on mobile devices

Iftikhar Ahmad, Shafaq Abdullah, Serkan Kiranyaz, Moncef Gabbouj

Proceedings Volume 5684, (2005) https://doi.org/10.1117/12.596772

KEYWORDS: Databases, Feature extraction, Image retrieval, Java, Multimedia, Content based image retrieval, Cell phones, Mobile devices, Data processing, Wireless communications

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Proceedings Article | 19 December 2001 Paper

Evaluation of shape correspondence using ordinal measures

Faouzi Cheikh, Bogdan Cramariuc, Mari Partio, Pasi Reijonen, Moncef Gabbouj

Proceedings Volume 4676, (2001) https://doi.org/10.1117/12.451097

KEYWORDS: Image segmentation, Associative arrays, Binary data, Image processing algorithms and systems, Image retrieval, Retina, Databases, Visual system, Rods, Cones

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Proceedings Article | 11 October 2000 Paper

Mejdi Trimeche, Faouzi Cheikh, Moncef Gabbouj

Proceedings Volume 4210, (2000) https://doi.org/10.1117/12.403812

KEYWORDS: Databases, Feature extraction, Image retrieval, Wavelet transforms

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Proceedings Article | 23 December 1999 Paper

Content-based object retrieval using maximum curvature points in contour images

Azhar Quddus, Faouzi Cheikh, Moncef Gabbouj

Proceedings Volume 3972, (1999) https://doi.org/10.1117/12.373540

KEYWORDS: Feature extraction, Databases, Image retrieval, Wavelets, Image processing, Signal processing, Shape analysis, Retina, Object recognition, Algorithm development

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Proceedings Article | 22 June 1999 Paper

Vector median-rational hybrid filters

Lazhar Khriji, Moncef Gabbouj

Proceedings Volume 3516, (1999) https://doi.org/10.1117/12.350519

KEYWORDS: Digital filtering, Nonlinear filtering, Image filtering, Filtering (signal processing), Image processing, Optical filters, RGB color model, Electronic filtering, Signal processing, Multispectral imaging

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SPIE Journal Paper | 1 May 1999

High-resolution digital resampling using vector rational filters

Lazhar Khriji, Faouzi Cheikh, Moncef Gabbouj

OE, Vol. 38, Issue 05, (May 1999) https://doi.org/10.1117/12.10.1117/1.602056

KEYWORDS: Image filtering, Image processing, Nonlinear filtering, Digital filtering, Filtering (signal processing), Optical filters, Signal processing, Electronic filtering, Image quality, Digital imaging

Proceedings Article | 17 December 1998 Paper

MUVIS: a system for content-based indexing and retrieval in large image databases

Faouzi Cheikh, Bogdan Cramariuc, Carole Reynaud, Meng Quinghong, Badea Dragos-Adrian, Brahim Hnich, Moncef Gabbouj, Petteri Kerminen, Timo Makinen, Hannu Jaakkola

Proceedings Volume 3656, (1998) https://doi.org/10.1117/12.333830

KEYWORDS: Databases, Image retrieval, Image processing, Image segmentation, Feature extraction, Image filtering, Human-machine interfaces, Image enhancement, Digital imaging, Ions

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Proceedings Article | 6 April 1998 Paper

Color image interpolation using vector rational filters

Faouzi Cheikh, Lazhar Khriji, Moncef Gabbouj, Giovanni Ramponi

Proceedings Volume 3304, (1998) https://doi.org/10.1117/12.304604

KEYWORDS: Filtering (signal processing), Image filtering, Nonlinear filtering, Digital filtering, Signal processing, Optical filters, Image processing, Electronic filtering, Linear filtering, Image interpolation

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Proceedings Article | 19 September 1997 Paper

Optimal parallel watershed algorithm based on image integration and sequential scannings

Alina Lindner, Moncef Gabbouj

Proceedings Volume 3166, (1997) https://doi.org/10.1117/12.279607

KEYWORDS: Image processing, Image segmentation, Image processing algorithms and systems, Raster graphics, Computer simulations, Image restoration, Machine vision, Computer vision technology, Human-machine interfaces, Digital imaging

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Proceedings Article | 28 March 1995 Paper

Multiscale watersheds and pattern recognition in images

Stephen Impey, Bogdan Dobrin, J. Andrew Bangham, Moncef Gabbouj

Proceedings Volume 2424, (1995) https://doi.org/10.1117/12.205236

KEYWORDS: Image segmentation, Pattern recognition, Convolution, Image filtering, Intelligence systems, Detection and tracking algorithms, Image processing, Signal processing, Standards development, Geography

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Proceedings Article | 30 June 1994 Paper

Further analysis of watershed algorithms

Timo Viero, Bogdan Dobrin, Jaakko Astola, Moncef Gabbouj

Proceedings Volume 2300, (1994) https://doi.org/10.1117/12.179205

KEYWORDS: Image segmentation, Algorithm development, Image analysis, Barium, Image processing algorithms and systems, Floods, Detection and tracking algorithms, Electroluminescence, Binary data, Bismuth

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Proceedings Article | 30 June 1994 Paper

Stacking-matrix-based fast procedure for optimal stack filter design

Ioan Tabus, Moncef Gabbouj

Proceedings Volume 2300, (1994) https://doi.org/10.1117/12.179212

KEYWORDS: Digital filtering, MATLAB, Binary data, Optimal filtering, Chemical elements, Signal processing, Electronic filtering, Filtering (signal processing), Computing systems, Radon

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Proceedings Article | 30 June 1994 Paper

Robust model-based image restoration under structural constraints

Marta Karczewicz, Moncef Gabbouj

Proceedings Volume 2300, (1994) https://doi.org/10.1117/12.179188

KEYWORDS: Image filtering, Image processing, Data modeling, Image restoration, Statistical modeling, Digital filtering, Model-based design, Image visualization, Quality measurement, Image quality

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