We recently discovered a bug in the code for the ICPR 2008 paper "Recognizing Actions in Still Images", which was introducing bias towards the negative training set.
We are sorry for this error and inconvenience it may have caused.
The updated overall classification accuracy of our method in this still actions dataset is 53.1% and the corresponding confusion matrix is as follows: