COURSE
TITLE: ECE 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, 2nd
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: ECE 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
2nd
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:
1. Understand
the fundamentals behind multimedia signal processing.
2. Understand
the fundamentals behind multimedia compression.
3. Understand
the basic principles behind existing multimedia compression and communication
standards.
4. Understand
future multimedia technologies.
5. Apply
the acquired knowledge to specific multimedia related problems and projects at
work.
6. Take
advanced courses in this area.