Deformable Part Models are top performers at the Pascal VOC challenge, but they are quite slow (few secs per image on a strong machine). Usually they use HOG + SVM on a multi-scale search-space.
Aggregate Channel Features on the other hand are quite fast (30+ fps on a single core, depending on the implementation), since they just estimate the features on nearby scales: