Abstract: Highlights•Proposed a novel method for fusing images of mosaic pixel points.•Proposed a novel target detection network BCS-YOLOv5.•Overcame the difficulties of similar behavior detection.•BCS-YOLOv5 achieved a detection accuracy of 96.69% based on image fusion.
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