학술논문
Performance Evaluation of YOLO-YCbCr Based Smoke Segmentation Method
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- 영문명
- 발행기관
- 한국화재소방학회
- 저자명
- Joohyung Roh Sehong Min Minsuk Kong
- 간행물 정보
- 『International Journal of Fire Science and Engineering』Vol. 39, No. 2, 113~123쪽, 전체 11쪽
- 주제분류
- 공학 > 공학일반
- 파일형태
- 발행일자
- 2025.06.30
4,120원
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국문 초록
YOLO-YCbCr based smoke segmentation method for fire detection was proposed in this study to enhance smoke segmentation performance with reduction in computational cost. The proposed method consists of the deep learning object detection model, You Only Look Once (YOLO), and the color space-based segmentation model, rule-based YCbCr. YOLO is used to detect smoke objects in the input fire images through bounding boxes. The images in the bounding boxes are characterized based on YCbCr color space and the proposed YCbCr rules derived by considering smoke image characteristics segment smoke region. In order to evaluate the smoke segmentation performance, six different fire incident video data were used. The mean intersection over union (IoU) value of the proposed method was improved by approximately 31.3% and 24.5% respectively when compared to the reference models: YOLO-RGB model and YOLO-CIELAB model. It was found that YOLO significantly reduced the erroneous smoke segmentation and YCbCr rules derived from the smoke color features were effective in the smoke segmentation.
영문 초록
목차
1. Introduction
2. Material and Methods
3. Results
4. Conclusions
References
해당간행물 수록 논문
- International Journal of Fire Science and Engineering (IJFSE) Vol. 39, No. 2 Contents
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- The Influence of COVID-19 Alcohol Ban on Residential Fires in Cape Town, South Africa
- Semi-Empirical Model of Ceiling Jet in Tranquil Flow Region in Arched Ceiling Tunnel
- Performance Evaluation of YOLO-YCbCr Based Smoke Segmentation Method
- Numerical Analysis Study on Membrane Action Focusing on Differences in the Direction of Unprotected Secondary Beams in a Composite Flooring System Exposed to Fire
- Preliminary Study on the Use of PPV During Aircraft Cabin Interior Firefighting
참고문헌
관련논문
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- International Journal of Fire Science and Engineering (IJFSE) Vol. 39, No. 2 Contents
- Comparative Study on Validation of Multi-Step Chemical Reaction Model in Fire Simulation
- Temperature Reduction Effect in a Fully Developed Compartment Fire by Water Application
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