I agree that good descriptors are more important than good classifiers. I also had the same impression on my own work.

But I'm confused a bit... I may be misunderstanding something, but aren't the standards these days something like > 90% detection and < 10^-4 false positives for each subwindow with window based detection? I think the task here to classify 14x21 is similar to classifying a subwindow.