지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- Korean Institute of Information Scientists and Engineers Journal of Computing Science and Engineering Journal of Computing Science and Engineering Vol.18 No.1
- 발행연도
- 2024.3
- 수록면
- 29 - 35 (7page)
- DOI
- 10.5626/JCSE.2024.18.1.29
이용수
초록· 키워드
오류제보하기
The term “microplastic” refers to plastic particles with a length or diameter of less than 5 mm that do not easily decompose in the natural environment and persist for a long time. These microplastics have adverse effects on the marine ecosystem when they enter the ocean. Therefore, it is necessary to estimate the amount of microplastics in rivers and sewers and to block the outflow of microplastics in areas where they are found to be present at high levels. However, estimating the amount of microplastics first requires detecting these particles, which is not an easy task to complete efficiently and accurately due to their small size and the difficulty involved in distinguishing them from organic materials. The current study therefore proposes a new model structure for microplastic segmentation. This model uses the multi-resolution fusion module (MRFM), which is known to significantly contribute to the segmentation performance in HRNet, and this model employs the EfficientNetV2B3 model as a backbone. We also utilize large convolution kernels to achieve better feature extraction from the inputs of three resolution stages that are closer to the input image resolution. The experimental results showed that the model using two MRFMs outperformed the model using feature pyramid network in the head network, with improvements of 3.28% in IoU and 2.67% in F1-score.
목차
Abstract
I. INTRODUCTION
II. MICROPLASTIC SEGMENTATION
III. EXPERIMENTS
IV. CONCLUSION
REFERENCES
참고문헌 (13)
참고문헌 신청
E. J. Carpenter and K. L. Smith, “Plastics on the Sargasso Sea surface,” Science, vol. 175, no. 4027, pp. 1240-1241, 1972. https://doi.org/10.1126/science.175.4027.1240
M. R. Rands, W. M. Adams, L. Bennun, S. H. Butchart, A. Clements, D. Coomes, et al., “Biodiversity conservation: challenges beyond 2010,” Science, vol. 329, no. 5997, pp. 1298-1303, 2010. https://doi.org/10.1126/science.1189138
W. J. Sutherland, M. Clout, I. M. Cote, P. Daszak, M. H. Depledge, L. Fellman, et al., “A horizon scan of global conservation issues for 2010,” Trends in Ecology & Evolution, vol. 25, no. 1, pp. 1-7, 2010. https://doi.org/10.1016/j.tree.2009.10.003
K. Betts, “Why small plastic particles may pose a big problem in the oceans,” Environmental Science & Technology, vol. 42, no. 24, pp. 8995-8995, 2008. https://doi.org/10.1021/es802970v
Y. Mato, T. Isobe, H. Takada, H. Kanehiro, C. Ohtake, and T. Kaminuma, “Plastic resin pellets as a transport medium for toxic chemicals in the marine environment,” Environmental Science & Technology, vol. 35, no. 2, pp. 318-324, 2001. https://doi.org/10.1021/es0010498
M. R. Rands, W. M. Adams, L. Bennun, S. H. Butchart, A. Clements, D. Coomes, et al., “Biodiversity conservation: challenges beyond 2010,” Science, vol. 329, no. 5997, pp. 1298-1303, 2010. https://doi.org/10.1126/science.1189138
W. J. Sutherland, M. Clout, I. M. Cote, P. Daszak, M. H. Depledge, L. Fellman, et al., “A horizon scan of global conservation issues for 2010,” Trends in Ecology & Evolution, vol. 25, no. 1, pp. 1-7, 2010. https://doi.org/10.1016/j.tree.2009.10.003
K. Betts, “Why small plastic particles may pose a big problem in the oceans,” Environmental Science & Technology, vol. 42, no. 24, pp. 8995-8995, 2008. https://doi.org/10.1021/es802970v
Y. Mato, T. Isobe, H. Takada, H. Kanehiro, C. Ohtake, and T. Kaminuma, “Plastic resin pellets as a transport medium for toxic chemicals in the marine environment,” Environmental Science & Technology, vol. 35, no. 2, pp. 318-324, 2001. https://doi.org/10.1021/es0010498
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
지중환경에서 미세플라스틱의 이동성에 대한 고찰
지하수토양환경
2019 .01
-
미세플라스틱 제거를 위한 고도산화기술 최신 연구 동향
환경분석과 독성보건
2023 .03
-
Review on the distribution of microplastics in the oceans and its impacts: Need for modeling-based approach to investigate the transport and risk of microplastic pollution
Environmental Engineering Research
2022 .08
-
MICROPLASTIC POLLUTANTS
대한토목학회지
2022 .04
-
다양한 매체에서 미세플라스틱의 정량·정성법에 관한 고찰
한국폐기물자원순환학회지
2017 .01
-
수환경에서의 마이크로플라스틱 분류 및 정의
상하수도학회지
2019 .01
-
Current Research Trends on the Effects of Microplastics in Soil Environment Using Earthworms: Mini-Review
대한환경공학회지
2021 .04
-
경기도 내 하천의 미세플라스틱 오염 특성 연구
환경분석과 독성보건
2023 .06
-
육상, 대기, 수생환경의 미세플라스틱 발생 및 유입경로와 생물에 미치는 영향
대한환경공학회지
2022 .11
-
G시 하수처리장의 미세플라스틱 함유량 특성과 배출량 추정
한국수처리학회지
2020 .01
-
해양 (미세)플라스틱이 기후인자에 미치는 영향에 관한 고찰
한국폐기물자원순환학회지
2021 .10
-
대전광역시 도로변 먼지 침적 퇴적물 내 미세플라스틱의 발생과 분포 특성 연구
한국폐기물자원순환학회지
2023 .06
-
담수 물환경 중 미세플라스틱 분석방법 및 검출에 대한 고찰
환경분석과 독성보건
2020 .01
-
Microfluidic Microplastics Trap Module for Detection by Fluorescent Staining
한국생물공학회 학술대회
2021 .10
-
Development of Bio-Risk Assessment Technology for Microplastics
한국고분자학회 학술대회 연구논문 초록집
2022 .04
-
백사장 모래 사진에 대한 미세플라스틱 세그멘테이션
한국해양환경·에너지학회 학술대회논문집
2020 .11
-
Polystylene Nanoplastics Detection Based on Localized Surface Plasmon Resonance with Specific Binding Peptide
한국생물공학회 학술대회
2021 .04
-
Recent Issues of Microplastics & International Standardization of Test Methods
한국고분자학회 학술대회 연구논문 초록집
2022 .04
-
Microfluidics Mixer Platform for Efficient Fluorescent Labeling of Microplastics
한국생물공학회 학술대회
2021 .10
-
Sources and pathways of microplastics in the environment: a review
대한환경공학회 학술발표논문집
2020 .11
최근 본 자료
댓글(0)
0