On-line inverse multiple instance boosting for classifier grids

► Classifier grids showed excellent detection results for stationary cameras. ► On-line adaptive classifiers reduce the complexity of the classification task. ► Fixed update strategies allow long-term stability. ► Short-term stability through proposed inverse multiple instance learning.