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Cours offerts (Traitement du signal, de la parole et des images)

ELG7113D (EACJ5209D) Topics in Signal processing: Convex optimization
Mathematics of optimization: linear, nonlinear and convex problems. Convex and affine sets. Convex, quasiconvex and log-convex functions. Operations preserving convexity. Recognizing and formulating convex optimization problems. The Lagrange function, optimality conditions, duality, geometric and saddle-point interpretations. Least-norm, regularized and robust approximations. Statistical estimation, detector design. Adaptive antennas. Geometric problems (networks). Algorithms.
ELG5376 (EACJ5507) Digital Signal Processing (Carleton CRN: 37118)
Review of discrete time signals and systems. A/D and D/A conversions, representation in time-, frequency-, and $z$-domains, DFT/FFT transforms, FIR/IIR filter design, quantization effects. Correlation functions. Cepstrum analysis. Muti-rate signal processing. Power spectrum estimation. Introduction to joint time-frequency analysis. DSP architecture: implementation approaches. Applications.
ELG5378 (EACJ5509) Image Processing & Image Communications (Carleton CRN: 17144)
Image acquisition, display and perception: sampling and reconstruction, quantization, human vision. Discrete image representations: color spaces, block, subband and wavelet representations. Image transformations, enhancement and restoration. Image analysis: edge detection, motion estimation. Image and video compression: lossless coding, predictive and transform coding, motion compensation.
Prerequisites:
ELG 5376 or SYSC5602, or the equivalent.
ELG7173A (EACJ5601A) Topics in Signal Processing II: Digital Watermarking (Carleton CRN: 37122)
Overview of recent advances in watermarking of image, video, audio, and other media. Spatial, spectral, and temporal watermarking algorithms. Perceptual models. Use of cryptography in steganography and watermarking. Robustness, security, imperceptibility, and capacity of watermarking. Content authentication, copy control, intellectual property, and other applications.
Prerequisites:
ELG4172 or CEG4311 or equivalent.
ELG7173B (EACJ5601B) Topics in Signal Processing II: Medical Imaging (Carleton CRN: 17155)
Computational Techniques in Medical Imaging: Mathematical models of image formation based on the image modality and tissue properties. Linear models of image degradation and reconstruction. Inverse problems and regularization for image reconstruction. Image formation in Radiology, Computed Tomography, Magnetic Resonance Imaging, Nuclear Medicine, Ultrasound, Positron Emission Tomography, Electrical Impedance Tomography.
ELG7173X (EACJ5601X) Topics in Signal Processing II: Speech and Audio Processing and Communication (Carleton CRN: 17155)
ELG5377 (EACJ5800) Adaptive Signal Processing (Carleton CRN: 17143)
Theory and techniques of adaptive filtering including Wiener filters, gradient and LMS methods; adaptive transversal and lattice filters; recursive and fast recursive least squares; convergence and tracking performance; implementation. Applications, such as adaptive prediction; channel equalization; echo cancellation; source coding antenna beamforming; spectral estimation.
Prerequisites:
SYSC5503 or ELG5119, or the equivalent; and SYSC5602 or ELG 5376, or the equivalent.
SYSC5600 (ELG6160) Adaptive Signal Processing
Theory and techniques of adaptive filtering including Wiener filters, gradient and LMS methods; adaptive transversal and lattice filters; recursive and fast recursive least squares; convergence and tracking performance; implementation. Applications, such as adaptive prediction, channel equalization, echo cancellation, source coding, antenna beamforming, spectral estimation.
Prerequisites:
SYSC5503 or ELG5119, or the equivalent; and SYSC5602 or ELG 5376, or the equivalent.
SYSC5602 (ELG6162) Digital Signal Processing (Carleton CRN: 17128)
Review of discrete time signals and systems. A/D and D/A conversions, representation in time-, frequency-, and $z$-domains, DFT/FFT transforms, FIR/IIR filter design, quantization effects. Correlation functions. Cepstrum analysis. Muti-rate signal processing. Power spectrum estimation. Introduction to joint time-frequency analysis. DSP architecture: implementation approaches.
Corequisites:
SYSC5503 or ELG 5119, or the equivalent.
SYSC5603 (ELG6163) Digital Signal Processing Microprocessors, Software and Applications (Carleton CRN: 18375)
Characteristics of DSP algorithms and architectural features of current DSP chips: TMS320, DSP-56xxx, AD-21xx and SHARC. DSP multiprocessors and fault tolerant systems. Algorithm/software/hardware architecture interaction, progranmming activity analysis, development cycle, and design tools. Case studies: LPC, codecs, FFT, echo cancellation, Viterbi decoding.
Prerequisites:
SYSC5602 or ELG 5376, or the equivalent.