Abstract: Highlights•We propose an IDME module to focus more on the foreground action-related regions.•We propose a MMST module to accurately localize moving objects.•The MMST and IDME modules are simple, lightweight, and plug-and-play.•By combining the IDME with MMST, the FMENet achieves excellent performance.
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