Industrial image processing for automation and quality assurance
Transcription
Industrial image processing for automation and quality assurance
The ZBS modular program of post gradual education „Industrial image processing for automation and quality assurance“ Module 1 Light Technology, Illumination Technology Light and radio technological basics (spectral and integral radio physical quantities, light quantities, materials, characteristics and effectiveness) Measurement of light and radiation (radiant power, radiant intensity, radiance, irradiance, luminous flux , luminous intensity, luminance, illuminance, spectral measurement of radiation) Lamps (principals of light generation, classes of light emitting devices (e.g. gas discharging devices, solid light emitting devices), characteristics Light modeling (lights, floodlights, light devices) Illumination technology (requirements to illumination systems, design and calculation of light technological installations) PD Dr.-Ing. habil. K.-H. Franke A_u_W 1 The ZBS modular program of post gradual education „Industrial image processing for automation and quality assurance“ Module 2 Technical Optics / Optical Image Formation Basics of optical image formation (real and ideal image formation, paraxial approximation, graphical imaging rules und imaging formulas, stops and ray paths, aberrations: introduction and classification, wave-optical effects, diffraction-limited resolution) Practical considerations of optical image formation (focal length, comparison of linear and angular magnification, relative aperture, F-Number, depth of sharpness, perspective, image quality evaluation (distortion, MTF), integration of imaging optics and illumination optics) Optical elements und systems (single lenses, achromats, camera lenses (endocentric, telecentric), plano optics (reflective prisms, beam splitters, spectral filters and polarizers), exemplary selection and modification of optical components, modern technical solutions (e. g. auto focus, video projector)) Optical lens design (merit function, purpose and typical workflows of lens design, demonstration of examples with ZEMAX) PD Dr.-Ing. habil. K.-H. Franke A_u_W 2 The ZBS modular program of post gradual education „Industrial image processing for automation and quality assurance“ Module 3 system technology of image processing systems System theoretical basics Imaging sensors characteristics of different imaging sensors (color, monochrome) C-MOS sensors selection criteria Camera technology modules interfaces line- and matrix-cameras Image data transfer to computer frame grabbers Other computer interfaces Hardware and system support for image processing intelligent cameras parallel processing Image processing by hardware modules Design of image processing systems (from problem to system) PD Dr.-Ing. habil. K.-H. Franke y x A_u_W 3 The ZBS modular program of post gradual education „Industrial image processing for automation and quality assurance“ Module 4 Basics of image processing and Pattern Recognition image representations, image transformations (pyramids, Fourier, wavelets) geometric image transformation, resampling statistics, homogeneous and inhomogeneous point operations linear / non linear local operations, e.g. adaptive filters, diffusion filters gradient (L2-norm) morphological operations edge enhancement and edge detection segmentation and feature extraction classification and learning systems Practical exercises with Visual Image Processing (VIP) Toolkit Laplacian of Gaussian target Ie0 Wide lateral filtering in frequency domain 4 4 H BB, 2 x H BB, x 4 H BB, 4 x wafer inspection co-occurence aliasing quality inspection system dAE g B 1 /2 I source dASt e PD Dr.-Ing. habil. K.-H. Franke Hough transformation A_u_W 4 The ZBS modular program of post gradual education „Industrial image processing for automation and quality assurance“ Module 5 Color, Color Spaces, Color Measurement, Color Image Processing printer gammut Physiological and psychological basics of color perception color Spectral value metric sensor Color spaces and color tables Color measurement, color calibration, color management Peculiarities of color image processing Quelle: MAZeT Firmenprospekt multi dimensional statistics and point operations on vector fields optimal linear and non linear local operations color body vector gradient and approximations image interpretation (clustering and segmentation on multi dimensional data) Practical exercises with Visual Image Processing (VIP) Toolkit wafer inspection PD Dr.-Ing. habil. K.-H. Franke CIE Lab v‘ diapositive film in x-ycolor table cluster in color space food inspection u‘ A_u_W 5 The ZBS modular program of post gradual education „Industrial image processing for automation and quality assurance“ Module 6 Optical 3D Data acquisition and processing encoded light Survey of 3D measurement methods Survey of optical 3D scanner Active and passive stereo mathematical methods, constraints (epipolar etc.) structured light calibration disparity analysis Tasks and methods of processing of 3D point clouds rendered point Measurement in 3D images Application examples (quality assurance, rapid prototyping) clouds X-ray computer tomography Y 3D calibration Z K w ZK X w X K point clouds 1600x1200 Pixel white light interferometry • • • • 50 nm PD Dr.-Ing. habil. K.-H. Franke • • • 2 Mio. Pixel • • A_u_W 6 Yw The ZBS modular program of post gradual education „Industrial image processing for automation and quality assurance“ Example to practical exercises with ZBS VIP-Toolkit: traffic control PD Dr.-Ing. habil. K.-H. Franke A_u_W 7