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EECS 421 - Multimedia Signal Processing |
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COURSE TITLE: EECS 421 Multimedia Signal Processing CATALOG DESCRIPTION: Fundamentals of processing multimedia signals: text, graphics, speech, audio, image, video; standards for multimedia coding, processing and compression. Related products and services will be discussed. REQUIRED TEXTS: Khalid Sayood, Introduction to Data Compression , Morgan Kaufmann, 2 nd edition (2000) COURSE DIRECTOR: Aggelos Katsaggelos COURSE GOALS: To provide an introduction to the fundamental principles and techniques in multimedia signal processing and compression, an overview of the current multimedia standards and technologies, and a brief description of future technologies. PREREQUISITES BY COURSES: EECS 359 or equivalent, or permission of the instructor DETAILED COURSE TOPICS: Digital Processing Basics Multimedia Processing and Communications Compression and Networking as Cornerstones Information Theory Basics Lossless Source Coding Huffman/arithmetic Codes, LZW Text/graphics Compression Fax Standards (Group 3, Group 4, JBIG) Quantization (scalar/vector) Waveform, Transform, Model-based Coding Performance Criteria, Perception Human Visual System Models Still Image Compression JPEG, JPEG2000 Wavelet/Subband/Fractal Perceptually-based Coders 2 nd Generation Image Coding Speech Production Speech Compression LPC, CELP, MELP Applications Audio Compression The G.72X Standars Fundamentals of Perceptual Coders MPEG-1/2, Dolby AC-2 and AC-3 Compression of Stereo and Surround Sound Video Compression Basics Motion Estimation and Compensation Rate-Distortion based Optimal Encoding Overview of Multimedia Communication Standards H.323 and H.324 Video Compression Standards H.261, H.263 Video Compression Standards MPEG-1, MPEG-2, and HDTV Applications/Consumer Electronic Products “Modern” Coding Techniques MPEG-4 Coding of Audio Objects (natural, synthetic) Coding of Visual Objects (boundary encoding) Sprites, Facial Animation MPEG-7 Applications Multimedia Transmission Error Resilience and Concealment Multimedia over IP Multimodal Signal Processing Speech-assisted Video Coding Multimodal Speech Recognition COMPUTER USAGE: None. PROJECT: A bibliographical search or computer type project is required. The purpose of this project is to enhance the understanding of a topic covered in class or to investigate a topic not covered in class. A final report and a presentation are required. GRADES: Homework Assignments – 60% Project – 40% COURSE OBJECTIVES: When a student completes this course, s/he should be able to: Understand the fundamentals behind multimedia signal processing. Understand the fundamentals behind multimedia compression. Understand the basic principles behind existing multimedia compression and communication standards. Understand future multimedia technologies. Apply the acquired knowledge to specific multimedia related problems and projects at work. Take advanced courses in this area. |
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