Abstract: Highlights•The factors affecting the computation and reconstruction speed of HCOMs are analyzed.•A fast computation and reconstruction algorithm for HCOMs is proposed.•FHCOMs are used for multi-channel image zero-watermarking with noticeable speedup.•FHCOMs are used for multi-channel image watermarking with significant acceleration.
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