Introduction
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Developing successful multimedia systems is challenging as it involves integrating different media types into a coherent framework. Continuous media like video require large storage and bandwidth while automatic analysis of audio, image and video content is difficult. Multimedia computing draws from many areas and requires complex algorithms and efficient hardware. Example multimedia systems at MIT's Project Athena included applications for real estate, navigation, learning and photos sharing. Key techniques in multimedia include data compression, processing and analysis, delivery over networks, and database indexing and retrieval.
Introduction
- 1. Introduction Principles of Multimedia Systems Sethserey SAM Computer Science Department
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- 3. Multimedia System Multimedia involves more than simple addition of new data types. It integrates a wide range of symbol modes simultaneously into a coherent framework. The framework is usually denoted as a multimedia system.
- 4. Challenges of Multimedia Computing Developing a successful multimedia system is non-trivial. Continuous media types such as video need a lot of space to store and very high bandwidth to transmit. They also have tight timing constraints. Automatically analyzing, indexing and organizing information in audio, image and video is much harder than from text. Multimedia involves many different research areas and needs more complex and more efficient algorithms and hardware platforms.
- 5. Multimedia is Multidisciplinary Image, audio, speech processing Computer vision, pattern recognition Computer networks, operating system Human computer interaction Computer graphics Multimedia computing
- 6. Example Multimedia Systems Real Estate in MIT’s Project Athena
- 7. Example Multimedia Systems Chronoscope in MIT’s Project Athena
- 8. Example Multimedia Systems Navigation Learning Environment in MIT’s Project Athena
- 9. Example Multimedia Systems Photosynth of Microsoft Live Labs.
- 10. Multimedia Computing Multimedia systems involve some basic enabling techniques: Multimedia data representation and compression. Multimedia data processing and analysis. Transmitting multimedia data through communication networks. Multimedia database, indexing and retrieval.
- 11. Data Compression Raw image takes about 6M bytes (without header information) 24k bytes with jpeg, Q=50
- 12. “JPEG” Illustration r g b Transform to frequency domain Quantization Lossless compression … 0010001 …. decoder r’ g’ b’ u v
- 13. Media Processing and Analysis In applications such as digital library, automatic data analysis has to be done to extract semantic meanings from audios, images and videos. Based on media processing methods such as object tracking (face, eyes), object recognition, gesture recognition, etc., we can build more effective human computer interfaces.
- 14. Tracking Object by Image Matching
- 15. Multiple Object Tracking Toys Squash Lab Double Squash
- 16. Finding Objects in Clutter
- 17. Object Recognition David G. Lowe, "Object recognition from local scale-invariant features," ICCV99.
- 18. Posture Detection in Images Template Image
- 19. Dealing with Multiple Objects
- 21. Finding Action Clusters in Image Database
- 22. Finding Action Clusters (con’t)
- 23. Action Recognition video1 video2 Ramanan, D., Forsyth, D. A., Zisserman, A. " Strike a Pose: Tracking People by Finding Stylized Poses. " Computer Vision and Pattern Recognition (CVPR), San Diego, CA, June 2005. video3
- 24. Media Delivery Transmitting multimedia data across the network is another topic in multimedia computing. There are different issues when we transmit video and audio through packet network. Quality of service. Synchronization. Error and congestion control. Session setup and book keeping.
- 25. Multimedia Database and Indexing Multimedia database has to deal with large media files. Multimedia data needs new data structures, indexing and searching methods. Content based multimedia retrieval is still an ongoing research topic.
- 26. Useful Resources Journals IEEE Multimedia IEEE Transaction on Multimedia IEEE Transaction on Image Processing IEEE Transaction on Pattern Recognition and Machine Intelligence Conferences ACM Multimedia International Conference on Multimedia and Expo (ICME) IEEE Computer Vision and Pattern Recognition (CVPR) International Conference on Computer Vision (ICCV)
- 27. Q & A