Open Access Open Access  Restricted Access Subscription or Fee Access

A Novel Approach on Dehazing Volcanic Crater Lake Hazy Scene Videos Based on Color Attenuation Prior

Oddy Virgantara Putra(1*), Budi Prianto(2), Agus Prayitno(3), Esther Irawati Setiawan(4), Eko Mulyanto Yuniarno(5), Mauridhi Hery Purnomo(6)

(1) Universitas Darussalam Gontor; Institut Teknologi Sepuluh Nopember, Indonesia
(2) Center of Volcanology and Geological Disaster Mitigation, Ministry of Energy and Mineral Resources, Indonesia
(3) Institut Teknologi Sepuluh Nopember; Universitas Widya Kartika, Indonesia
(4) Institut Teknologi Sepuluh Nopember; Sekolah Tinggi Teknik Surabaya, Indonesia
(5) Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Indonesia
(6) Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Indonesia
(*) Corresponding author


DOI: https://doi.org/10.15866/irecos.v12i1.11735

Abstract


A crater lake of Mt. Kelud active volcano formed after the eruption on February, 2014. Real time surveillance has been conducted for 24 hours using a CCTV camera on the top of the summit. The primary purpose of this observation is monitoring the volcanic activity, such as degassing and discoloration of crater lake water. These phenomenons became the symptoms of the volcanic activity. The weather condition is continuously changes between clear, cloudy, and hazy. Obviously, camera vision is obscured or even blocked by haze. Another problem is that airlight source is hard to estimate because the lake color tends to be brighter in clear conditions. In this paper, a dehazing technique is proposed based on color attenuation prior and contrast enhancement. In contrast enhancement, the transmission map was enhanced using adaptive gamma correction. Our data were analyzed using referenceless fog density estimation (FADE). Our experimental results give the best result when it comes to fog density (by 1.60912 density) compared to previous algorithms.
Copyright © 2017 Praise Worthy Prize - All rights reserved.

Keywords


Active Volcano; Adaptive Gamma Correction; Airlight; Color Attenuation Prior; Degassing; Dehazing; Eruption

Full Text:

PDF


References


I. Pratomo, “Klasifikasi Gunung Api Aktif Indonesia , Studi Kasus dari Beberapa Letusan Gunung Api dalam Sejarah,” J. Geol. Indones. Vol. 1 No. 4 Desember 2006, vol. 1, no. 4, pp. 209–227, 2006.
http://dx.doi.org/10.17014/ijog.vol1no4.20065

Y. Nakashima, K. Heki, A. Takeo, M. N. Cahyadi, A. Aditiya, and K. Yoshizawa, “Atmospheric resonant oscillations by the 2014 eruption of the Kelud volcano, Indonesia, observed with the ionospheric total electron contents and seismic signals,” Earth Planet. Sci. Lett., vol. 434, pp. 112–116, 2016.
http://dx.doi.org/10.1016/j.epsl.2015.11.029

S. Andreastuti, E. Paripurno, H. Gunawan, A. Budianto, and D. Syahbana, “Character of community response to volcanic crises at Sinabung and Kelud volcanoes,” J. Volcanol. Geotherm. Res., 2017.
http://dx.doi.org/10.1016/j.jvolgeores.2017.01.022

A. Jolly, B. Kennedy, M. Edwards, P. Jousset, and B. Scheu, “Infrasound tremor from bubble burst eruptions in the viscous shallow crater lake of White Island, New Zealand, and its implications for interpreting volcanic source processes,” J. Volcanol. Geotherm. Res., vol. 327, pp. 585–603, 2016.
http://dx.doi.org/10.1016/j.jvolgeores.2016.08.010

P. Bani, G. Boudon, H. Balcone-Boissard, P. Delmelle, T. Quiniou, J. Lefevre, E. G. Bule, S. Hiroshi, and M. Lardy, “The 2009-2010 eruption of Gaua volcano (Vanuatu archipelago): Eruptive dynamics and unsuspected strong halogens source,” J. Volcanol. Geotherm. Res., vol. 322, pp. 63–75, 2016.
http://dx.doi.org/10.1016/j.jvolgeores.2015.06.023

C. Horn, P. Metzler, K. Ullrich, M. Koschorreck, and B. Boehrer, “Science of the Total Environment Methane storage and ebullition in monimolimnetic waters of polluted mine pit lake Vollert-Sued , Germany,” Sci. Total Environ., vol. 584–585, pp. 1–10, 2017.
http://dx.doi.org/10.1016/j.scitotenv.2017.01.151

P. Allard, M. Burton, G. Sawyer, and P. Bani, “Degassing dynamics of basaltic lava lake at a top-ranking volatile emitter: Ambrym volcano, Vanuatu arc,” Earth Planet. Sci. Lett., vol. 448, pp. 69–80, 2016.
http://dx.doi.org/10.1016/j.epsl.2016.05.014

X. Xi, M. S. Johnson, S. Jeong, M. Fladeland, D. Pieri, J. A. Diaz, and G. L. Bland, “Constraining the sulfur dioxide degassing flux from Turrialba volcano, Costa Rica using unmanned aerial system measurements,” J. Volcanol. Geotherm. Res., vol. 325, pp. 110–118, 2016.
http://dx.doi.org/10.1016/j.jvolgeores.2016.06.023

C. Caudron, R. Campion, D. Rouwet, T. Lecocq, B. Capaccioni, D. Syahbana, Suparjan, B. H. Purwanto, and A. Bernard, “Stratification at the Earth’s largest hyperacidic lake and its consequences,” Earth Planet. Sci. Lett., vol. 459, pp. 28–35, 2017.
http://dx.doi.org/10.1016/j.epsl.2016.11.002

C. S. Hayer, G. Wadge, M. Edmonds, and T. Christopher, “Sensitivity of OMI SO2 measurements to variable eruptive behaviour at Soufrière Hills Volcano, Montserrat,” J. Volcanol. Geotherm. Res., vol. 312, pp. 1–10, 2016.
http://dx.doi.org/10.1016/j.jvolgeores.2016.01.014

K. Eka, P. Sofyan, S. Pretina, and S. B. Ugan, “Karakteristik kimiawi air danau kawah Gunung Api Kelud , Jawa Timur pasca letusan tahun 1990,” Indones. J. Geosci., vol. 1, no. 4, pp. 185–192, 2006.
http://dx.doi.org/10.17014/ijog.vol1no4.20062

M. Gresse, J. Vandemeulebrouck, S. Byrdina, G. Chiodini, and P. P. Bruno, “Changes in CO2 diffuse degassing induced by the passing of seismic waves,” J. Volcanol. Geotherm. Res., vol. 320, pp. 12–18, 2016.
http://dx.doi.org/10.1016/j.jvolgeores.2016.04.019

R. W. Henley and G. O. Hughes, “SO2 flux and the thermal power of volcanic eruptions,” J. Volcanol. Geotherm. Res., vol. 324, pp. 190–199, 2016.
http://dx.doi.org/10.1016/j.jvolgeores.2016.04.024

Q. Zhu, J. Mai, L. Shao, and S. Member, “A Fast Single Image Haze Removal Algorithm Using Color Attenuation Prior,” IEEE Trans. Image Process., vol. 24, no. 11, pp. 3522–3533, 2015.
http://dx.doi.org/10.1109/tip.2015.2446191

K. He, J. Sun, and X. Tang, “Single image haze removal using dark channel prior,” IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 12, pp. 2341–2353, 2011.
http://dx.doi.org/10.1109/tpami.2010.168

K. He, J. Sun, and X. Tang, “Guided Image Filtering,” IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 6, pp. 1397–1409, 2013.
http://dx.doi.org/10.1109/tpami.2012.213

Z. Huang, T. Zhang, Q. Li, and H. Fang, “Adaptive gamma correction based on cumulative histogram for enhancing near-infrared images,” Infrared Phys. Technol., vol. 79, pp. 205–215, 2016.
http://dx.doi.org/10.1016/j.infrared.2016.11.001

L. K. Choi, J. You, and A. C. Bovik, “Referenceless Prediction of Perceptual Fog Density and Perceptual Image Defogging,” IEEE Trans. Image Process., vol. 24, no. 11, pp. 3888–3901, 2015.
http://dx.doi.org/10.1109/tip.2015.2456502

R. Fattal, “Single Image Dehazing,” ACM Trans. Graph., vol. 27, no. 3, p. 72:1--72:9, Aug. 2008.
http://dx.doi.org/10.1145/1360612.1360671

R. T. Tan, “Visibility in Bad Weather from a Single Image,” 2008.
http://dx.doi.org/10.1109/cvpr.2008.4587643

G. Meng, Y. Wang, J. Duan, S. Xiang, and C. Pan, “Efficient Image Dehazing with Boundary Constraint and Contextual Regularization,” in 2013 IEEE International Conference on Computer Vision, 2013, pp. 617–624.
http://dx.doi.org/10.1109/iccv.2013.82

M. Yang, Z. Li, and J. Liu, “Super-pixel Based Single Image Haze Removal,” in 2016 Chinese Control and Decision Conference (CCDC), 2016, pp. 1965–1969.
http://dx.doi.org/10.1109/ccdc.2016.7531305

B. Cai, X. Xu, K. Jia, C. Qing, and D. Tao, “DehazeNet : An End-to-End System for Single Image,” IEEE Trans. Image Process., vol. 25, no. 11, pp. 5187–5198, 2016.
http://dx.doi.org/10.1109/tip.2016.2598681

A. Galdran, J. Vazquez-corral, D. Pardo, and M. Bertalm, “Fusion-Based Variational Image Dehazing,” IEEE Signal Process. Lett., vol. 24, no. 2, pp. 151–155, 2017.
http://dx.doi.org/10.1109/lsp.2016.2643168

J. H. Kim, W. D. Jang, J. Y. Sim, and C. S. Kim, “Optimized contrast enhancement for real-time image and video dehazing,” J. Vis. Commun. Image Represent., vol. 24, no. 3, pp. 410–425, 2013.
http://dx.doi.org/10.1016/j.jvcir.2013.02.004

L. Zeng and Y. Dai, “Single Image Dehazing Based on Combining Dark Channel Prior and Scene Radiance Constraint,” Chinese J. Electron., vol. 25, no. 6, pp. 1114–1120, 2016.
http://dx.doi.org/10.1049/cje.2016.08.006

Q. Zhang, Y. Nie, L. Zhang, and C. Xiao, “Underexposed Video Enhancement via Perception-Driven Progressive Fusion,” IEEE Trans. Vis. Comput. Graph., vol. 22, no. 6, pp. 1773–1785, 2016.
http://dx.doi.org/10.1109/tvcg.2015.2461157

Pujiono, P., Yuniarno, E., Purnama, I., Andono, P., Hariadi, M., Underwater Coral Reef Color Image Enhancement Based on Polynomial Equation, (2016) International Review on Computers and Software (IRECOS), 11 (2), pp. 143-150.
http://dx.doi.org/10.15866/irecos.v11i2.8429

C. Y. Li, J. C. Guo, R. M. Cong, Y. W. Pang, and B. Wang, “Underwater image enhancement by Dehazing with minimum information loss and histogram distribution prior,” IEEE Trans. Image Process., vol. 25, no. 12, pp. 5664–5677, 2016.
http://dx.doi.org/10.1109/tip.2016.2612882

B. Gupta and M. Tiwari, “Minimum mean brightness error contrast enhancement of color images using adaptive gamma correction with color preserving framework,” Optik (Stuttg)., vol. 127, no. 4, pp. 1671–1676, 2016.
http://dx.doi.org/10.1016/j.ijleo.2015.10.068

O. V Putra, B. Prianto, E. M. Yuniarno, and M. H. Purnomo, “Visibility restoration of lake crater hazy image based on dark channel prior,” in 2016 International Computer Science and Engineering Conference (ICSEC), 2016, pp. 1–6.
http://dx.doi.org/10.1109/icsec.2016.7859864

C. Jung, Q. Yang, T. Sun, Q. Fu, and H. Song, “Low Light Image Enhancement with Dual-Tree Complex Wavelet Transform,” J. Vis. Commun. Image Represent., vol. 42, pp. 28–36, 2016.
http://dx.doi.org/10.1016/j.jvcir.2016.11.001

A. Kaur and C. Singh, “Contrast enhancement for cephalometric images using wavelet-based modified adaptive histogram equalization,” Appl. Soft Comput., vol. 51, pp. 180–191, 2017.
http://dx.doi.org/10.1016/j.asoc.2016.11.046

S. G. Narasimhan and S. K. Nayar, “Chromatic framework for vision in bad weather,” in Computer Vision and Pattern Recognition, 2000. Proceedings. IEEE Conference on, 2000, vol. 1, pp. 598–605 vol.1.
http://dx.doi.org/10.1109/cvpr.2000.855874

S. G. Narasimhan and S. K. Nayar, “Vision and the Atmosphere,” Int. J. Comput. Vis., vol. 48, no. 3, pp. 233–254, 2002.
http://dx.doi.org/10.1023/a:1016328200723

S. C. Huang, B. H. Chen, and W. J. Wang, “Visibility restoration of single hazy images captured in real-world weather conditions,” IEEE Trans. Circuits Syst. Video Technol., vol. 24, no. 10, pp. 1814–1824, 2014.
http://dx.doi.org/10.1109/tcsvt.2014.2317854

C. McHardy, T. Horneber, and C. Rauh, “Spectral simulation of light propagation in participating media by using a lattice Boltzmann method for photons,” Appl. Math. Comput., vol. 0, pp. 1–12, 2017.
http://dx.doi.org/10.1016/j.amc.2017.01.045

B. H. Chen, S. C. Huang, and F. C. Cheng, “A high-efficiency and high-speed gain intervention refinement filter for haze removal,” J. Disp. Technol., vol. 12, no. 7, pp. 753–759, 2016.
http://dx.doi.org/10.1109/jdt.2016.2518646

J.-P. Tarel and N. Hauti, “Fast Visibility Restoration from a Single Color or Gray Level Image,” in 2009 IEEE 12th International Conference on Computer Vision (ICCV), 2009, no. August 2015.
http://dx.doi.org/10.1109/iccv.2009.5459251

N. Baig, M. M. Riaz, A. Ghafoor, and A. M. Siddiqui, “Image Dehazing Using Quadtree Decomposition and Entropy-Based Contextual Regularization,” IEEE Signal Process. Lett., vol. 23, no. 6, pp. 853–857, 2016.
http://dx.doi.org/10.1109/lsp.2016.2559805


Refbacks

  • There are currently no refbacks.



Please send any question about this web site to info@praiseworthyprize.com
Copyright © 2005-2022 Praise Worthy Prize