CS6870: Digital Video Processing

Jan - May 2014

Download the semester calender from here

Course Contents

Sl. No. Topic Selected Chapters from Textbooks
The Essential Guide to Video Processing, Bovik Handbook of Image and Video Processing, Bovik Digital Video Processing, Tekalp
1 Introduction
  • Ch. 1: Video Sampling and Interpolation
  • Ch. 3.1: Basic Linear Filtering with Applications to Image Enhancement

  • Ch 4.1: Computational Models of Early Human Vision
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2 Motion Detection and Estimation
  • Ch. 3: Motion Detection and Estimation
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  • Ch. 5: Optical Flow Methods

  • Ch. 13: Motion Compensated Filtering
3 Video Enhancement and Restoration
  • Ch. 4: Video Enhancement and Restoration

  • Ch. 14: Video Quality Assessment
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  • Ch. 15: Restoration

  • Ch. 17: Super-resolution
4 Video Segmentation
  • Ch. 6: Video Segmentation
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  • Ch. 11: Motion Segmentation
5 Tracking
  • Ch. 7: Motion Tracking in Video
  • Ch. 4.11: 2D and 3D Motion Tracking in Digital Video
  • Ch. 9: Methods using Point Correspondences

  • Ch. 10: Optical Flow and Direct Methods
6 Optimization -- --
  • Ch. 7: Pel-Recursive Methods

  • Ch. 8: Bayesian Methods

7 Applications
  • Ch. 5: Video Stabilization and Mosaicing

  • Ch. 15: A Unified Framework for Video Indexing, Summarization, Browsing and Retrieval

  • Ch. 19: Video Surveillance

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References

Textbooks
The Essential Guide to Video Processing Al Bovik (Alan C Bovik), Academic Press, Second Edition, 2009
Handbook of Image and Video processing - Al Bovik (Alan C Bovik), Academic Press, Second Edition, 2005.

Digital Video Processing - A. Murat Tekalp, Prentice Hall, 1995

 

References
Richard Szeliski, Computer Vision: Algorithms and Applications, Springer-Verlag London Limited 2011.
 
Journals
IEEE-T-CSVT (IEEE Transactions on Circuit Systems and VIdeo Technology).

Term Project Assignment (TPA)

List of Term Project Assignments
TPA ID Topic Marks Details
1 Use of spatio-temporal features for matching (unconstrained) video shots 45 Download TPA Details
2 Inane video analysis: classification, Similarity measure 50 Download TPA Details
3 Unusual event detection from surveillance video shots 40 Download TPA Details
4 Automatic Video Shot Classi cation using Visual Features 45 Download TPA Details
5 Salient Event Detection from Video Shots 50 Download TPA Details
6 Video Concept Detection across Domains 50 Download TPA Details
7 Salient Event Detection video database (SEDVID) creation 35+10 Download TPA Details
8 Indian Movie Action Database (IMAD) creation 35+10 Download TPA Details
9 Motion compensation based automatic tracking of object
silhouette, under camera movement
45 Download TPA Details
10 Automatic Guitar Transcription 45 Download TPA Details
11 Video Stabilization due to shake, jitter 40 Download TPA Details
12 Detection of tampered videos 45 Download TPA Details

General Instructions

Group Details

 

Group ID Group Members Allocated TPA
Name Roll Number Name Roll Number
1 R Nikhil CS11B023 B. Sai Surendra Reddy CS11B008 11
2 Abhinav Garlapati CS11B030 Hariprasad P S CS11B064 1
3 Aritra Ghosh CS11B062 B Sai Kiriti CS11B007 5
4 Akhil Lb CS11B018 A Raghavendra Kiran CS11B031 2
5 Srikanth dbp CS11B013 B . Samuel CS11B009 4
6 Chandan A CS11B005 Saatwik Dpks CS11B014 5
7 Shantanu Gupta CS11B047 Siddhant Mutha CS11B048 10
8 Abhijit CS CS11B003 Vivek Kharb CS11B054 12

Lecture Slides

 

Softcopy of the Lecture Slides
Sl. No. Topic Download Link
1 Introduction to Digital Video Processing Download TPA Details
2 Motion Analysis Download TPA Details
3 GMM Model with EM Download TPA Details
4 Motion Detection and Tracking Download TPA Details

Announcement

Marks Distribution

Logistic Details

Syllabus for Tutorial (21 March, 2014 @ 4.45 PM, BSB 361)

Lecture Schedule

Lecture Schedule

Sl. No. Date Time Place Topic of discussion
1 18 January, 2014 10 AM CS36 Introduction to Digital Video Processing
2 29 January, 2014 4 PM CS36 Motion Analysis
3 7 February, 2014 4.45 PM BSB 361 Motion Analysis
4 21 February, 2014 4.45 PM BSB 361 Motion Analysis
5 14 February, 2014 4.45 PM BSB 361 Motion Analysis