Some Publications, JKMS, ESANN

2014 is set to be a good year! We already have the reviews for a few papers I've been working on lately. Some are in the ML domain (an ICPR paper with Romain Negrel on supervised sparse subspace learning, an ESANN paper with Jérôme Fellus on decentralized PCA), others in CV (2 journals in revision on low level visual descriptors with Olivier Kihl) and 1 in 3D indexing with Hedi Tabia (CVPR poster)

Other than that, I've been pushing version 2.3 of jkms. I've tagged it the "density edition" since most of the changes are related to density estimators (mostly one class SVM). I've introduced the density version of SimpleMKL, which could e useful to perform model selection. Basically, if you set C=1, you'll get a Parzen estimator, albeit selection the kernel from a specific set.

Finally, I'll be in Brugge next week for the ESANN 2014 conference. A good way to start new projects, if anyone volunteers!

ESANN 2012 Special Session on Multimedia

I am organizing a special session with Philippe Gosselin at this year's ESANN conference.

Machine Learning for multimedia applications
David Picard , ETIS – ENSEA, Philippe-Henri Gosselin , INRIA Rennes (France)

In recent years, many multimedia applications have shown very successful improvements by leveraging machine learning techniques. These applications include image and video classification, object recognition, image and video retrieval, or event detection.

However, these multimedia applications also uncover new machine learning problems in areas such as mid-level features learning, distance learning, feature combination, and so on.

This special session is intended to research papers that combine machine learning for multimedia problems. The following topics are of particular interest:

  • Mid-level features learning, Deep learning
  • Feature combination, Multiple kernel learning
  • Kernel methods, Kernel learning, Distance learning
  • Machine learning methods specially adapted to image classification, image and video retrieval, object or event recognition, etc.
Important Dates:
Submission of full paper: November 30, 2012
Notification of acceptance: February 1, 2013

QNPKL

I just clean the code of my recently accepted publication at ESANN 2012. Follow the nice zip icon on the publication page.

I'll do a proper description page later (once I've cleaned license issues).