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Linear subspaces for illumination robust face recognition

Linear subspaces for illumination robust face recognition

引用

Conference on computer Vision and Pattern Recognition (CVPR)

作者： A.U. Batur M.H.I.I.I. Hayes Center for Signal and Image Processing School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta GA USA

ISBN: (纸本)0769512720

In this paper, we present a segmented linear subspace model for face recognition that is robust under varying illumination conditions. The algorithm generalizes the 3D illumination subspace model by segmenting the image into regions that have surface normals whose directions are close to each other. This segmentation is performed using a K-means clustering algorithm and requires only a few training images under different illuminations. When the linear subspace model is applied to the segmented image, recognition is robust to attached and cast shadows, and the recognition rate is equal to that of computationally more complex systems that require constructing the 3D surface of the face.

关键词： Lighting Robustness Face recognition image segmentation image recognition Clustering algorithms Light sources signal processing image processing Shadow mapping

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MPEG-2 nonlinear temporally scalable coding and hybrid quantization

MPEG-2 nonlinear temporally scalable coding and hybrid quant...

引用

International Conference on Acoustics, Speech, and signal processing (ICASSP)

作者： S. Bayrakeri R.M. Mersereau Center for Signal and Image Processing School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta GA USA

In this paper, we investigate the MPEG-2 temporal scalability syntax and introduce a new approach to temporally scalable coding. Temporal scalability is provided by employing various nonlinear prediction and demultiplexing schemes. A nonlinear deinterlacing algorithm is presented and the related issues on interlaced, progressive and mixed mode video processing are addressed. In addition to the considered scalability techniques, a lookahead quantization scheme is presented for P- and B-type picture coding, which improves the coding performance by selective combination of the DCT domain scalar quantization and entropy-constrained vector quantization. Remarkable performance improvement over the simulcast coding is achieved.

关键词： image coding Scalability Spatial resolution Video coding signal processing Discrete cosine transforms Vector quantization image processing Limiting Decoding

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Time-scale modification of audio signals using multi-relative onset time estimations in sinusoidal transform coding

Time-scale modification of audio signals using multi-relativ...

引用

Asilomar Conference on signals, Systems & computers

作者： Jonathan Kim Mark Clements Center for Signal and Image Processing School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta GA USA

The traditional sinusoidal transform coder (STC) was originally developed for analysis, synthesis, and modification of speech and other non-polyphonic audio signals. In this paper, a novel method of time-scale modification for polyphonic and multi-pitch audio signals based on STC is proposed. The proposed method does not require a pitch estimation, and as such, it enables STC based algorithms to perform modifications on polyphonic audio signals. The frequency jitter artifacts in the traditional STC are mostly due to the inaccurate onset time estimates measured by pitch periods. The proposed method eliminates the frequency jitter artifacts significantly by using multi-onset time estimations.

关键词： Estimation Time frequency analysis Frequency estimation Speech Jitter

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Repackaging signals, systems and circuits in the core ECE curriculum

Repackaging signals, systems and circuits in the core ECE cu...

引用

International Conference on Acoustics, Speech, and signal processing (ICASSP)

作者： T.P. Barnwell J.H. McClellan R.M. Mersereau R.W. Schafer Center for Signal & Image Processing School of Electrical & Computer Engineering Georgia Institute of Technology Atlanta GA USA

For several years, we have been teaching DSP as a first course in electrical and computer engineering at Georgia Tech. Such a dramatic rearrangement of the introductory material requires a new organization of topics and courses when teaching circuits and systems. In addition, the use of computer-enhanced course materials has a profound impact on the systems courses, which are quite mathematical and abstract in nature. This paper addresses some of the issues encountered when adopting a signal processing first approach.

关键词： Circuits computer science education Educational technology Educational programs Educational institutions signal processing Digital signal processing computer aided instruction Switches image processing

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Data efficient implementation of UWBWA SAR algorithms

Data efficient implementation of UWBWA SAR algorithms

引用

International Conference on Acoustics, Speech, and signal processing (ICASSP)

作者： R. Rau J.H. McClellan Center for Signal and Image Processing School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta GA USA

It is shown that the particular form of the frequency support of raw data and focused imagery obtained from an ultra-wideband, wide beamwidth synthetic aperture radar system can be exploited in nonseparable sampling schemes to reduce the overall amount of raw data samples and image pixels that need to be stored and computed. Furthermore, it is demonstrated that the constant integration angle backprojection (CIAB) image former implicitly applies a fan filter that interpolates raw data sampled on a quincunx grid back onto the underlying rectangular grid. This subtle property of the CIAB has not been exploited so far. It leads to higher quality images with less computational complexity.

关键词： Radar antennas Frequency Synthetic aperture radar Radar scattering image sampling Bandwidth Grid computing Focusing Ultra wideband technology Geometry

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Near field imaging of subsurface targets using active arrays and elastic waves

Near field imaging of subsurface targets using active arrays...

引用

IEEE Digital signal processing Workshop

作者： M. Alam J.H. McClellan Center of Signal and Image Processing School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta GA USA

This paper presents a time-reversal based approach for detecting the positions of subsurface passive targets like landmines. The measurements are made by using sources and sensors placed on the surface. The imaging algorithm uses the seismic waves reflected from the targets, and measured on the surface. A time-reversal based algorithm is used, which utilizes the possible link between the time-reversal matrix and the covariance matrix used in standard array processing. It is shown that the time-reversal matrix can be used to estimate the near field DOA and range parameters using a 2D MUSIC approach.

关键词： signal processing algorithms Surface waves Green's function methods Covariance matrix Reflection Soil measurements Rayleigh scattering Particle scattering Seismic measurements Seismic waves

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Audio signal noise reduction using multi-resolution sinusoidal modeling

Audio signal noise reduction using multi-resolution sinusoid...

引用

International Conference on Acoustics, Speech, and signal processing (ICASSP)

作者： D.V. Anderson M.A. Clements Center for Signal and Image Processing School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta GA USA

The sinusoidal transform (ST) provides a sparse representation for speech signals by utilizing several psychoacoustic phenomena. It is well suited to applications in signal enhancement because the signal is represented in a parametric manner that is easy to manipulate. The multi-resolution sinusoidal transform (MRST) has the additional advantage that it is both particularly well suited to typical speech signals and well matched to the human auditory system. The currently reported work discusses the removal of noise from a noisy signal by applying an adaptive Wiener filter to the MRST parameters and then conditioning the parameters to eliminate "musical noise". In informal tests MRST based noise reduction was found to reduce background noise significantly better than traditional Wiener filtering and to virtually eliminate the "musical noise" often associated with Wiener filtering.

关键词： Noise reduction Wiener filter Background noise signal processing Acoustic noise Discrete transforms signal analysis Frequency estimation Additive noise signal resolution

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A C++ research and development environment for speech and audio processing applications

A C++ research and development environment for speech and au...

引用

Asilomar Conference on signals, Systems & computers

作者： A. Erdem Ertan T.P. Barnwell School of Electrical and Computer Engineering Center for Signal and Image Processing Georgia Institute of Technology Atlanta GA USA

ISBN: (纸本)0780365143

Speech and audio processing algorithms, which are based on the processing of the features and signals, are often written using poor programming styles. Understanding the existing source code and extending it is thus a time-consuming process that forces researchers to deal with programming problems instead of speech and audio processing innovations. We have developed a new system in C++ to overcome these problems. The programming techniques used in this environment allow a researcher to concentrate on innovations in an environment that still allows the rapid implementation of efficient real-time speech and audio processing applications.

关键词： Research and development Speech processing Technological innovation Programming profession Data mining Flowcharts Application software signal processing computer languages Data analysis

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Subband decompositions for hyperspectral image analysis

Subband decompositions for hyperspectral image analysis

引用

Asilomar Conference on signals, Systems & computers

作者： P.S. Hong M.J.T. Smith Center for Signal and Image Processing Georgia Institute of Technology School of Electrical and Computer Engineering Atlanta GA USA

Several multidimensional filter banks are described and analyzed for the purpose of processing hyperspectral data. A new octave band directional filter bank (OBDFB) is introduced that is able to isolate directional bands in three-dimensional Fourier space. The new OBDFB is a maximally decimated exactly reconstructing representation with high computational efficiency. The OBDFB is compared with traditional octave band and uniform band decompositions with respect to compaction and feature identification for analysis.

关键词： Hyperspectral imaging image analysis Filter bank Hyperspectral sensors Frequency Hypercubes image coding Principal component analysis image segmentation Passband

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A hardware-efficient implementation of the fast affine projection algorithm

A hardware-efficient implementation of the fast affine proje...

引用

International Conference on Acoustics, Speech, and signal processing (ICASSP)

作者： Haw-Jing Lo David V. Anderson Center of Signal and Image Processing School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta GA USA

ISBN: (纸本)9781424423538

This paper presents a high-throughput, low-latency, hardware-efficient fixed-point implementation of the fast affine projection (FAP) algorithm. The proposed architecture utilizes reusable distributed arithmetic (RDA) in combination with optimizations in the update process to enable the coefficients to be updated in a fixed number of cycles independent of filter length. Fixed-point simulations show that the effect of replacing some of the multiplications with arithmetic shifts is minor, with RDA-FAP maintaining a faster convergence rate than NLMS. The proposed design is also compared against a multiplier-based design in terms of number of computations and number of clock cycles needed for a single FAP update cycle.

关键词： Projection algorithms Financial advantage program computer architecture signal processing algorithms Adaptive filters Arithmetic Convergence Least squares approximation Gaussian processes Computational modeling

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