SATURDAY, 14 MAY 2011

An active demonstration saw Professor Bishop diving around fixing virtual leaks in a submerged fishbowl, which reminded his audience how the Kinect brings users into games via real-time full body motion tracking. The story begins in the Microsoft labs of Cambridge where research was underway on machine learning. The idea behind machine learning is that a program can be trained to learn from user input examples. This concept was illustrated by a demonstration of the ‘movie recommender’, a simple example of machine learning using a program that predicts which films you will like or dislike based upon selections you make yourself and using data of the likes and dislikes of thousands of other people. A similar system is used on consumer websites to recommend other products that may interest you. The research being undertaken at Microsoft involved image recognition, where the pixels from an image were separated into a finite number of preprogrammed categories. In this case, researchers started by differentiating between cows and sheep, then the number of categories was gradually increased. From the examples it is given, the machine learns how to assign the pixels in an image based on an initial database of entries, and subsequently responds to user input results.

The technology behind the Kinect is hugely impressive and doesn’t just offer applications in the computer gaming industry; in the future it could be modified for use in surveillance or by surgeons as a user interface for viewing medical images during an operation where sterility is paramount. For Microsoft, the Xbox Kinect represents a unique success story from laboratory research to the commercial market. Professor Bishop suggests that this is due to the freedom Microsoft workers are permitted and the ethos and community that this entails.
Written by Richard Thomson
CSaP have also written a report on this lecture [1]