Abstract: Highlights•We propose a motion-guided filter to improve the performance of pedestrian detectors.•Our filter can adjust its size according to the likelihood of having a moving object.•We propose a late-fusion method to bring robustness to false positive detection.•Our method can be applied on most pedestrian detectors.
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