Features 32HOG on rgb images Trained with: No parts filters 1 aspect ratio cluster 3 train sessions: asymmetric root mirror image root mixture model with latent positives and hard negatives Training set kitti/2012_object/training Size 3741 images Test set kitti/2012_object/training-testing Size 3740 images