Monday, December 15, 2008

Projects

Now that exams are finished and I have submitted most of my grad school applications, I should finally have time to work on some projects I have been planning:
  • Vectorization using stochastic local search: I read a cool blog entry about evolving a picture of the Mona Lisa using only 50 polygons. Inspired by the results, I think it would be cool to use stochastic local search to convert an arbitrary image to vector graphics. I will add a parameter to choose the number of polygons. I will try to animate it to show the progress of the algorithm as it optimizes the image representation in real-time.

  • A new version of Arlisy: A generic neural network framework which can be applied to a variety of problems. It will have the ability to detect temporal patterns. I also plan on implementing an attention control mechanism which allows the framework to focus on a subset of its input, similar to the role that attention plays in biological perception by concentrating the use of mental resources on a particular aspect of the environment.

  • Netflix prize: I haven't made much progress since last summer. I am going to try implementing singular value decomposition to combine with my neural network approach.

  • A better version of Swarm: I know the algorithm I used for finding nearest neighbors in the old version can be made much more efficient. This will allow larger swarms to be simulated in real-time. I'll try adding some more advanced behavior rules as well.

  • I am considering competing in the Robotics & Algorithm category of Imagine Cup 2009.
Post a Comment