An underwater attenuation image enhancement method with adaptive color compensation and detail optimization

Boudhane M, Nsiri B (2016) Underwater image processing method for fish localization and detection in submarine environment. J Vis Commun Image Represent 39:226–238

Ahn J, Yasukawa S, Sonoda T, Ura T, Ishii K (2017) Enhancement of deep-sea floor images obtained by an underwater vehicle and its evaluation by crab recognition. J Mar Sci Technol 22(4):758–770

Watanabe J-I, Shao Y, Miura N (2019) Underwater and airborne monitoring of marine ecosystems and debris. J Appl Remote Sens 13(4):044509

Peng Y-T, Cosman PC (2017) Underwater image restoration based on image blurriness and light absorption. IEEE Trans Image Process 26(4):1579–1594

Peng Y-T, Cao K, Cosman PC (2018) Generalization of the dark channel prior for single image restoration. IEEE Trans Image Process 27(6):2856–2868

Kumar M, Bhandari AK (2020) Contrast enhancement using novel white balancing parameter optimization for perceptually invisible images. IEEE Trans Image Process 29:7525–7536

Wang Y, Zhang J, Cao Y, Wang Z (2017) A deep CNN method for underwater image enhancement. In: 2017 IEEE International Conference on Image Processing (ICIP). IEEE, pp 1382–1386

Li C, Anwar S, Porikli F (2020) Underwater scene prior inspired deep underwater image and video enhancement. Pattern Recognit 98:107038

Wu S, Luo T, Jiang G, Yu M, Xu H, Zhu Z, Song Y (2021) A two-stage underwater enhancement network based on structure decomposition and characteristics of underwater imaging. IEEE J Ocean Eng 46(4):1213–1227

Liu R, Fan X, Hou M, Jiang Z, Luo Z, Zhang L (2018) Learning aggregated transmission propagation networks for haze removal and beyond. IEEE Trans Neural Netw Learn Syst 30(10):2973–2986

Li C, Guo C, Ren W, Cong R, Hou J, Kwong S, Tao D (2019) An underwater image enhancement benchmark dataset and beyond. IEEE Trans Image Process 29:4376–4389

Fabbri C, Islam MJ, Sattar J (2018) Enhancing underwater imagery using generative adversarial networks. In: 2018 IEEE International Conference on Robotics and Automation (ICRA). IEEE, pp 7159–7165

Zhu J-Y, Park T, Isola P, Efros AA (2017) Unpaired image-to-image translation using cycle-consistent adversarial networks. In: Proceedings of the IEEE International Conference on Computer Vision, pp 2223–2232

Ancuti CO, Ancuti C, De Vleeschouwer C, Bekaert P (2017) Color balance and fusion for underwater image enhancement. IEEE Trans Image Process 27(1):379–393

Ancuti CO, Ancuti C, De Vleeschouwer C, Sbert M (2019) Color channel compensation (3c): a fundamental pre-processing step for image enhancement. IEEE Trans Image Process 29:2653–2665

Tao Y, Dong L, Xu L, Xu W (2021) Effective solution for underwater image enhancement. Opt Express 29(20):32412–32438

Bai L, Zhang W, Pan X, Zhao C (2020) Underwater image enhancement based on global and local equalization of histogram and dual-image multi-scale fusion. IEEE Access 8:128973–128990

Liang Z, Wang Y, Ding X, Mi Z, Fu X (2021) Single underwater image enhancement by attenuation map guided color correction and detail preserved dehazing. Neurocomputing 425:160–172

Zhang W, Dong L, Zhang T, Xu W (2021) Enhancing underwater image via color correction and bi-interval contrast enhancement. Signal Process Image Commun 90:116030

Chang Y, Jung C, Ke P, Song H, Hwang J (2018) Automatic contrast-limited adaptive histogram equalization with dual gamma correction. IEEE Access 6:11782–11792

He K, Sun J, Tang X (2012) Guided image filtering. IEEE Trans Pattern Anal Mach Intell 35(6):1397–1409

Galdran A, Pardo D, Picón A, Alvarez-Gila A (2015) Automatic red-channel underwater image restoration. J Vis Commun Image Represent 26:132–145

Marques TP, Albu AB (2020) L2uwe: a framework for the efficient enhancement of low-light underwater images using local contrast and multi-scale fusion. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp 538–539

Song W, Wang Y, Huang D, Tjondronegoro D (2018) A rapid scene depth estimation model based on underwater light attenuation prior for underwater image restoration. In: Pacific Rim Conference on Multimedia. Springer, pp 678–688

Ancuti C, Ancuti CO, Haber T, Bekaert P (2012) Enhancing underwater images and videos by fusion. In: 2012 IEEE Conference on Computer Vision and Pattern Recognition. IEEE, pp 81–88

RECOMMENDATION I-T (1999) Subjective video quality assessment methods for multimedia applications. IEEE Signal Processing Letters (9). IEEE

Wang S, Ma K, Yeganeh H, Wang Z, Lin W (2013) U.s. patent no. 8,429,591. Washington, DC: U.S. patent and trademark office 22(12)

Wang S, Ma K, Yeganeh H, Wang Z, Lin W (2015) A patch-structure representation method for quality assessment of contrast changed images. IEEE Signal Process Lett 22(12):2387–2390 (IEEE)

Yang M, Sowmya A (2015) An underwater color image quality evaluation metric. IEEE Trans Image Process 24(12):6062–6071 (IEEE)

Panetta K, Gao C, Agaian S (2015) Human-visual-system-inspired underwater image quality measures. IEEE J Ocean Eng 41(3):541–551 (IEEE)

Mittal A, Moorthy AK, Bovik AC (2012) No-reference image quality assessment in the spatial domain. IEEE Trans Image Process 21(12):4695–4708 (IEEE)

Anwar S, Li C (2020) Diving deeper into underwater image enhancement. Signal Process Image Commun 89(11):115978

Hou G, Zhao X, Pan Z, Yang H, Tan L, Li J (2020) Benchmarking underwater image enhancement and restoration, and beyond. IEEE Access 8(10):122078–122091 (IEEE)

Wang Z, Bovik AC, Sheikh HR, Simoncelli EP (2004) Image quality assessment: from error visibility to structural similarity. IEEE Trans Image Process 13(4):600–612 (IEEE)

Wang Z, Bovik AC, Sheikh HR, Simoncelli EP (2011) A feature similarity index for image quality assessment. IEEE Trans Image Process 20(8):2378–2386 (IEEE)

Liu R, Fan X, Zhu M, Hou M, Luo Z (2020) Real-world underwater enhancement: challenges, benchmarks, and solutions under natural light. IEEE Trans Circuits Syst Video Technol 30(12):4861–4875 (IEEE)

https://github.com/ultralytics/yolov5. Google Scholar

Andrea M, Mario C, Deborah S (2021) Ocean governance and marine spatial planning. UNESCO