SIGNAL & IMAGE  PROCESSING EXPERTISE

• Machine Learning, AI/ML, Deep Learning
• Machine Vision
• Feature recognition, edge detection, segmentation, thresholding
• High accuracy interpolation, contrast enhancement, histogram equalization, morphological processing
• 3-D modeling, combining multiple modalities for 3D rendering
• Fixed point arithmetic & computation; Filter design
• Monte Carlo simulations, numerical analyses, coordinate transformation
• Linear algebra, eigen-analyses, principle component analyses, least-squares optimization
• Deconvolution, convolution, linear systems
• Statistics, Stochastic processes, multi-variate analyses, Cramer-Rao lower bounds
• Hypothesis testing, AROC computation, detection & estimation theory
• Probability density functions, random phasors, Gaussian statistics
• Fourier domain processing, FFT, Wavelet Transforms
• Time-frequency analyses, filter banks, Doppler processing
• Speckle reduction, correlations, image registration, motion detection
• Statistical optics, partial coherence modeling & imaging, Hopkins equations
• Fourier transform spectroscopy, phase sensitive demodulation and related errors