And people 'pushing the boundaries of machine learning/computer vision' are not there to win a research competition: they are just using linear algebra for their field of applied statistics.
of course. Also, much of the progress at least in computer vision is attributable to competitions such as Imagenet challenge. It's not my intent to downplay the importance of research or the competitions.