Detection based long term tracking in correlation filter trackers

•A detection based long-term tracking correlation tracker is proposed.•A generic technique to handle tracking uncertainties in correlation filter based trackers.•Formulates an object detector in the tracking scenario.•Incorporates tracking resumption in correlation filter based trackers to eliminate model drift problem.•Formulates an online model update to adapt to target variations.