A Study on Biomass Estimation Technique of Invertebrate Grazers Using Multi-object Tracking Model Based on Deep Learning |
Bak, Suho
(Research Institute, IREM tech. Co., Ltd.)
Kim, Heung-Min (Research Institute, IREM tech. Co., Ltd.) Lee, Heeone (Research Institute, IREM tech. Co., Ltd.) Han, Jeong-Ik (Research Institute, IREM tech. Co., Ltd.) Kim, Tak-Young (Remote Sensing Department, IREM tech. Co., Ltd.) Lim, Jae-Young (IREM tech. Co., Ltd.) Jang, Seon Woong (IREM tech. Co., Ltd.) |
1 | Choi, C.G., M. Ohno, and C.H. Sohn, 2002. Seaweed Succession on Artificial Reefs Placed in Different Depths at Ikata, Japan, Journal of Fisheries Science and Technology, 5(4): 281-286. https://doi.org/10.5657/fas.2002.5.4.281 DOI |
2 | Choi, I.H., 2021. A Study on the Managements and Distribution Characteristics of the Barren Ground in the Coastal Waters of East Sea, Korea, Chonnam National University, Gwangju, Korea. |
3 | Hwang, S.I., D.K. Kim, B.J. Sung, S.K. Jun, J.I. Bae, and B.H. Jeon, 2017. Effects of Climate Change on Whitening Event Proliferation the Coast of Jeju, Korean Journal of Environment and Ecology, 31(6): 529-536. https://doi.org/10.13047/KJEE.2017.31.6.529 DOI |
4 | Kim, C.S., Y.S. Kim, H.G. Choi, and K.W. Nam, 2014. Variations of Seaweed Community Structure and Distribution of Crustose Coralline Algae at Gallam, Samchuk, Eastern Coast of Korea, Korean Journal of Environment and Ecology, 28(1): 10-23. https://doi.org/10.13047/KJEE.2014.28.1.10 DOI |
5 | Ludvigsen, M., T. Thorsnes, R.E. Hansen, A.J. Sorensen, G. Johnsen, P.A. Lagstad, O. Odegard, M. Candeloro, S.M. Nornesm, and C. Malmquist, 2015. Underwater vehicles for environmental management in coastal areas, Proc. of OCEANS 2015-Genova, Genova, Italy, May 19-21, pp. 1-6. https://doi.org/10.1109/OCEANS-Genova.2015.7271728 DOI |
6 | Qiu, Z., Y. Yao, and M. Zhong, 2019. Underwater sea cucumbers detection based on pruned SSD, Proc. of 2019 IEEE 3rd Advanced Information Management, Communicates, Electronic and Automation Control Conference (IMCEC), Chongqing, China, Oct. 11-13, pp. 738-742. https://doi.org/10.1109/IMCEC46724.2019.8983935 DOI |
7 | Wojke, N., A. Bewley, and D. Paulus, 2017. Simple online and realtime tracking with a deep association metric, Proc. of 2017 IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 17-20, pp. 3645-3649. https://doi.org/10.1109/ICIP.2017.8296962 DOI |
8 | Jocher, G., 2020. Ultralytics/yolov5, https://github.com/ultralytics/yolov5.git, Accessed on May 17, 2022. |
9 | Korea Fisheries Resources Agency, 2016. Investigation of the cause of barren ground and establishment of countermeasures: barren ground restoration advancement project by sea area, Korea Fisheries Resources Agency, Busan, Korea. |
10 | Gao, M., Y. Bai, Z. Li, S. Li, B. Zhang, and Q. Chang, 2021. Real-Time Jellyfish Classification and Detection Based on Improved YOLOv3 Algorithm, Sensors, 21(23): 8160. https://doi.org/10.3390/s21238160 DOI |
11 | Jung, S.W., B.H. Jeon, and C.G. Choi, 2019. Characteristics of Summer Marine Algal Community and Barren Ground in the Southern Coast of Jeju, Korea, Journal of the Korean Society of Marine Environment & Safety, 25(2): 212-219. https://doi.org/10.7837/kosomes.2019.25.2.212 DOI |
12 | Kim, J.A., J.Y. Sung, and S.H. Park, 2020. Comparison of Faster-RCNN, YOLO, and SSD for real-time vehicle type recognition, Proc. of 2020 IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia), Seoul, Korea, Nov. 1-3, pp. 1-4. https://doi.org/10.1109/ICCE-Asia49877.2020.9277040 DOI |
13 | Kwon, H.O., 2008. Manual of seaweed restoration in whitening coastal area, Pukyong National University, Busan, Korea. |
14 | Buscher, E., D.L. Mathews, C. Bryce, K. Bryce, D. Joseph, and N.C. Ban, 2020. Applying a low cost, mini Remotely Operated Vehicle (ROV) to assess an ecological baseline of an indigenous seascape in Canada, Frontiers in Marine Science, 7: 669. https://doi.org/10.3389/fmars.2020.00669 DOI |
15 | Lambertini, A., M. Menghini, J. Cimini, A. Odetti, G. Bruzzone, M. Bibuli, E. Mandanici, L. Vittuari, P. Castaldi, M. Caccia, and L. De Marchi, 2022. Underwater Drone Architecture for Marine Digital Twin: Lessons Learned from SUSHI DROP Project, Sensors, 22(3): 744. https://doi.org/10.3390/s22030744 DOI |
16 | Lin, T.Y., P. Goyal, R. Girshick, K. He, and P. Dollar, 2017. Focal loss for dense object detection, Proc. of 2017 IEEE International Conference on Computer Vision (ICCV), Venice, Italy, Oct. 22-29, pp. 2980-2988. https://doi.org/10.1109/ICCV.2017.324 DOI |
17 | Wozniak, B. and J. Dera, 2007. Light absorption in sea water, Springer-Verlag, New York, NY, USA. |