We have developed a new system building on our work on discriminatively trained, multiscale, deformable part models [1]. As in our previous system the models are trained using a discriminative procedure that only requires bounding box labels for positive examples. Our new system uses mixture models. Each mixture component is similar to a model from [1], consisting of a coarse “root” filter and ...