“…We have used existing features from the literature viz. shot length [29], scene motion distribution [5], [30], overlay text distribution [8], zero crossing rate [31], [6], short time energy (STE) [6], fundamental frequency, spectral centroid, flux and roll-off frequency [8] and MFCC Bag of Words [32]. We observed that, SVMs trained on a certain set of features fail to detect the commercial shots when ever the basic assumption involving those features are violated.…”