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A Fast Surface Defect Detection Method based on Background Reconstruction
저자
Chengkan Lv, Zhengtao Zhang, Fei Shen, Feng Zhang, Hu Su
학술지명
International Journal of Precision Engineering and Manufacturing
출판/발행연도
2020
주제
요약
본 논문에서는 고르지 않게 분포된 텍스처를 가진 표면의 결함을 검출하기 위해 비지도 배경 재구성 방법을 제안합니다. 개선된 딥 컨볼루션 오토인코더를 사용하여 결함이 없는 참조 배경을 재구성하고, 구조적 유사성 기반 가중 손실 함수를 통해 재구성 정확도를 향상시킵니다. 또한, 재구성된 참조 배경과 이산 코사인 변환 기반 차이 분석 방법을 결합하여 결함 영역을 정확하게 분할합니다.
학술지 영향력
[International Journal of Precision Engineering and Manufacturing]
- CiteScore
- 4.5
- ES
- 0.00262
- JCI
- 0.55
- JCR
- 3.6
- KCI
- 1.59
- SJR
- 0.570
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