LIFE BELOW WATER
Oceans matter more than most people think. Life inside them gets protection through a global plan called SDG 14. This target works to keep marine resources alive and functional for those who come later. Water bodies help balance Earth’s weather patterns, feeding land-based survival in quiet ways. Yet today these waters face harm - plastic piles up, coral homes crumble, too many fish get pulled out, temperatures rise without pause. Looking at oceans the usual way takes too long plus covers only small areas. Instead of manual checks, scientists tested computer vision along with image analysis on photos and satellite feeds. By scanning visuals, it spots coral turning white, identifies sea creatures, measures pollutants, while judging how much damage habitats have seen. This method gives consistent tracking of ocean life and how well protection actions work.
Neetha, C. H., Reshmi, S., Akshitha, B., Chandra, T. S. & Sai, K. V. (2026). Life Below Water. International Journal of Science, Strategic Management and Technology, 02(04). https://doi.org/10.55041/ijsmt.v2i4.237
Neetha, C., et al.. "Life Below Water." International Journal of Science, Strategic Management and Technology, vol. 02, no. 04, 2026, pp. . doi:https://doi.org/10.55041/ijsmt.v2i4.237.
Neetha, C.,Syeda Reshmi,Biradar Akshitha,T.K. Chandra, and Kolla Sai. "Life Below Water." International Journal of Science, Strategic Management and Technology 02, no. 04 (2026). https://doi.org/https://doi.org/10.55041/ijsmt.v2i4.237.
2.Li, J., Skinner, K., Eustice, R., & Johnson- Roberson,(2020).WaterGAN: Unsupervised generative network to enable real-time color correction ofmonocular underwater images. Elsevier Journal of Ocean Engineering. https://www.sciencedirect.com/science/article/pi i/S1877050920305615
3.Zhang, , Li, X., & Wang, H. (2023).
4.Application of computer vision and image processing in marine environmental monitoring. Sustainable Oceans Journal, Elsevier. https://www.sciencedirect.com/science/article/pii/S2634460223000080
5.UNESCOIntergovernmental Oceanographic Commission. (2022). Marine pollution monitoring and UNESCO.
6.https://ioc.unesco.org
7.Gómez, , Green, D. R., & Garzón, F. (2019). Advances in remote sensing for marine biodiversity monitoring. Remote Sensing of Environment, Elsevier. https://www.sciencedirect.com/journal/remote- sensing-of-environment
8.Williams, S. B., Pizarro, O., Webster, J., & Mahon, I. (2016). Underwater image analysis for marine monitoring. Journal of Field
9.https://onlinelibrary .wiley .comShortis, M. R., Harvey, E. S., & Seager, J. W. (2018). A review of underwater stereo-image measurement for marine biology. Oceanography and Marine Biology Journal. https://www.tandfonline.com
10.Bryson,, Ferrari, R., Figueira, W., & Madin, J. (2017). Automated annotation of benthic survey images. IEEE Journal of Oceanic Engineering.