Comparison of mask R-CNN and YOLOv8-seg for improved monitoring of the PCB surface during laser cleaning

Comparison of mask R-CNN and YOLOv8-seg for improved monitoring of the PCB surface during laser cleaning

Abstract Potting compounds and coatings protect electronic components in harsh environments, requiring careful removal for recycling or repair. This study introduces the innovative use of YOLOv8-seg and Mask R-CNN to enhance the precision and efficiency of the laser cleaning process for PCBs (Printe...

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Bibliographic Details
Main Authors: Lu Qiao, Markus Veltrup, Bernd Mayer
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Machine vision
Deep learning
PCB recycling
Laser cleaning
YOLOv8-seg algorithm
Mask R-CNN algorithm
Online Access:https://doi.org/10.1038/s41598-025-02131-7
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