Intelligent Surveilance Systems

DOWNLOAD THE FINAL PAPER HERE

Supervisor:

Members:

  • Paul Koppen - wpkoppen @ science
  • Nicholas Piël - npiel @ science
  • Štefan Konečný - konecny @ centrum . sk

Links

Plan

  1. Read relevant material for Chamfer system [5], hierarchical object detection [9], assembly techniques [1, 3, 8], and survey material [6].
  2. Download and install OpenCV library [2]. Get familiar with the programming with the library [10].
  3. Practice usage of part detectors. Run simple tests on several images. Make a module that can be later integrated with the aggregated algorithm
  4. Develop (very simple) labeling application. The application should load a series of images (e.g. all *.ppm files from a given folder), present a GUI that allows a user to draw rectangles, and save parameters of the rectangles. For each image: number and coordinates of all rectangles in a text of Matlab file.
  5. Label around 200 images (2 minutes/image x 200 images = 7 hours = 3 days x 2.5 hours/day). It is recommended that this step is performed quite early in the pro ject, since the evaluation of detectors requires labeled images.
  6. Given labeled images, test individual detectors in a systematic setup (ROC curves)
  7. Design/implement/test assembly algorithm (Several versions are welcome).
    • Start simple. Use the evaluation results of part detectors to decide which parts are most reliable.
    • Think of constraints on distance and size of one part relative to the other.
    • Think of color (appearance) similarities between body parts.
    • See [1, 8, 7] for inspiration.
  8. Perform systematic tests on labeled images. Compare results with individual detectors. Compare processing time.
  9. Write paper, prepare a presentation.

Papers

You can download a subset of the reading list as a zip file.

Selection of papers:

Schedule

  • week 2: kick-off meeting (Monday 7th, 11:00-17:00), Kruislaan 403, room F0.09.
  • week 2: first group meeting (Thursday 10th 15:00-17:00), Kruislaan F0.04
  • week 3: progress meeting (Tuesday 15th, 13:00-16:00), Kruislaan 403, room F0.13
  • week 5: deadline draft article (Monday 28th, 9:00, pdf on website)
  • week 5: deadline review article (Tuesday 29th, 12:00, see form)
  • week 5: deadline final article (Thursday 31th, 16:00, pdf on website)
  • week 5: mini-conference (Friday 1st, 10:00-14:00), Kruislaan 403, room F0.13.
changed December 4, 2009