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EE404: Digital Image Processing Berkeley數(shù)字圖像處理視頻課程 (28課時(shí) ¥48) Instructor: Professor Avideh Zakhor
Digital Image Processing是UC Berkeley電子工程專業(yè)高年級(jí)本科生課程。課程共28講,每講80分鐘左右,包括:.rm格式的課程視頻和與視頻課程內(nèi)容配套使用的完整的課程講義。有了課程講義讓您的學(xué)習(xí)更有效,在潛移默化中提高專業(yè)知識(shí)和英語能力。 加州大學(xué)伯克萊分校(UC Berkeley)作為世界一流大學(xué),有著世界頂級(jí)的大師,所設(shè)課程也都是精品中的精品,緊跟最新科技的進(jìn)展。本站推出的美國一流大學(xué)精品視頻課程套裝,讓您足不出戶就能一睹世界一流大學(xué)大師教學(xué)的風(fēng)采;聆聽大師的聲音、拓展國際化的視野、與國際水平看齊、實(shí)現(xiàn)自我價(jià)值的提升。 |
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Course Description: |
2-D sequences and systems, separable systems, projection slice thm, reconstruction from projections and partial Fourier information, Z transform, different equations, recursive computability, 2D DFT and FFT, 2D FIR filter design; human eye, perception, psychophysical vision properties, photometry and colorimetry, optics and image systems; image enhancement, image restoration, geometrical image modification, morphological image processing, halftoning, edge detection, image compression: scalar quantization, lossless coding, huffman coding, arithmetic coding dictionary techniques, waveform and transform coding DCT, KLT, Hadammard, multiresolution coding pyramid, subband coding, Fractal coding, vector quantization, motion estimation and compensation, standards: JPEG, MPEG, H.xxx, pre- and post-processing, scalable image and video coding, image and video communication over noisy channels. |
Outline of Topics:: |
1. Image reconstruction from partial information 2. Two-dimensional (2-D) Fourier transform and z-transform; 3. 2-D DFT and FFT, FIR and IIR filter design and implementation. 4. Basics of Image Processing techniques and perception; 5. Image and video enhancement 6. Image and video restoration 7. Reconstruction from multiple images 8. Image and video analysis: Image Representation and models; image and video classfication and segmentation; edge and boundary detection in images 9. Image compression and coding 10. Video compression 11. Image and Video Communication, storage and retreival 12. Image and video rendering and assessment 13. Image and video Acquisition 14. Applications of image processing: Synthetic Aperture Radar, computed tomography, cardiac image processing, finger print classfication, human face recognition. |
Textbooks: |
1. Bovik, Handbook of Image and Video Processing, Academic Press 2000, (recommended) 2. N. Netravali and Barry G. Haskell, Digital Pictures, Plenum Press, 1988. (recommended) 3. W. K. Pratt, Digital Image Processing, John Wiley and Sons, 1992. (recommended) 4. M. Tekalp, Digital Video Processing, Prentice Hall, 1995. (recommended) |
Course Schedule |
Lecture #1: introduction Lecture #2: Systems, Jan. 20, 2006 Lecture #3: Tomography, Jan. 25, 2006 Lecture #4: Reconstruction of 2-D Signals from Partial Fourier Information, Jan. 27, 2006 Lecture #5: Detour into Numerical Analysis, Feb. 1, 2006 Lecture #6: Reconfiguration of M-D Signals From Zero Crossings, Feb. 3, 2006 Lecture #7: Filters (LSI System), Feb. 8, 2006 Lecture #8: How to Choose B.C. for 2D D.L.C.C.D.E., Feb. 10, 2006 Lecture #9: Computing DFT, Feb. 15, 2006 Lecture #10: Filter Specs, Feb. 17, 2006 Lecture #11: Example of 2D FIR, Feb. 22, 2006 Lecture #12: 2D Filter Design Using Transformation, Feb. 24, 2006 Lecture #13: Human Visual System, Mar. 1, 2006 Lecture #14: Image Enhancement, Mar. 3, 2006 Lecture #15: Mathematical Aspects/Derivation of Histogram Equalization, Mar. 8, 2006 Lecture #16: Local Enhancements Using Local Histogram Analysis, Mar. 10, 2006 Lecture #17: Image Enhancement, Mar. 15, 2006 Lecture #18: Image Restoration, Mar. 17, 2006 Lecture #19: Image Restoration continued, Mar. 22, 2006 Lecture #20: Restoration, Mar. 24, 2006 Spring Break, Mar. 27-31, 2006 Lecture #21: Adaptive Weiner Filtering, Apr. 5, 2006 Lecture #22: Image Restoration, Apr. 7, 2006 Lecture #23: Image Restoration cont., Apr. 12, 2006 Lecture #24: Image Coding, Apr. 14, 2006 Lecture #25: Image Compression, Apr. 19, 2006 Lecture #26: DPCM, Apr. 21, 2006 Lecture #27: Discrete Cosine Transform and it's Use in Image Compression, Apr. 26, 2006 Lecture #28: Lossy Image Compression, Apr. 28, 2006 Lecture #29: Multiresolution, May 3, 2006 |
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【購買聯(lián)系】 【全美一流大學(xué)視頻課程套裝】 【點(diǎn)擊瀏覽更多高校視頻課程...】 |
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