Deep neural network recognition of shallow water corals in the Gulf of Eilat (Aqaba)
We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This project is aimed at applying deep neural network analysis, based on thousands of underwater images, to the automatic recognition of some common...
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| Published in: | Scientific reports Vol. 10; no. 1; p. 12959 |
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| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
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Nature Publishing Group UK
31.07.2020
Nature Publishing Group |
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| ISSN: | 2045-2322, 2045-2322 |
| Online Access: | Get full text |
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| Abstract | We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This project is aimed at applying deep neural network analysis, based on thousands of underwater images, to the automatic recognition of some common species among the 100 species reported to be found in the Eilat coral reefs. This is a challenging task, since even in the same colony, corals exhibit significant within-species morphological variability, in terms of age, depth, current, light, geographic location, and inter-specific competition. Since deep learning procedures are based on photographic images, the task is further challenged by image quality, distance from the object, angle of view, and light conditions. We produced a large dataset of over 5,000 coral images that were classified into 11 species in the present automated deep learning classification scheme. We demonstrate the efficiency and reliability of the method, as compared to painstaking manual classification. Specifically, we demonstrated that this method is readily adaptable to include additional species, thereby providing an excellent tool for future studies in the region, that would allow for real time monitoring the detrimental effects of global climate change and anthropogenic impacts on the coral reefs of the Gulf of Eilat and elsewhere, and that would help assess the success of various bioremediation efforts. |
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| AbstractList | We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This project is aimed at applying deep neural network analysis, based on thousands of underwater images, to the automatic recognition of some common species among the 100 species reported to be found in the Eilat coral reefs. This is a challenging task, since even in the same colony, corals exhibit significant within-species morphological variability, in terms of age, depth, current, light, geographic location, and inter-specific competition. Since deep learning procedures are based on photographic images, the task is further challenged by image quality, distance from the object, angle of view, and light conditions. We produced a large dataset of over 5,000 coral images that were classified into 11 species in the present automated deep learning classification scheme. We demonstrate the efficiency and reliability of the method, as compared to painstaking manual classification. Specifically, we demonstrated that this method is readily adaptable to include additional species, thereby providing an excellent tool for future studies in the region, that would allow for real time monitoring the detrimental effects of global climate change and anthropogenic impacts on the coral reefs of the Gulf of Eilat and elsewhere, and that would help assess the success of various bioremediation efforts. We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This project is aimed at applying deep neural network analysis, based on thousands of underwater images, to the automatic recognition of some common species among the 100 species reported to be found in the Eilat coral reefs. This is a challenging task, since even in the same colony, corals exhibit significant within-species morphological variability, in terms of age, depth, current, light, geographic location, and inter-specific competition. Since deep learning procedures are based on photographic images, the task is further challenged by image quality, distance from the object, angle of view, and light conditions. We produced a large dataset of over 5,000 coral images that were classified into 11 species in the present automated deep learning classification scheme. We demonstrate the efficiency and reliability of the method, as compared to painstaking manual classification. Specifically, we demonstrated that this method is readily adaptable to include additional species, thereby providing an excellent tool for future studies in the region, that would allow for real time monitoring the detrimental effects of global climate change and anthropogenic impacts on the coral reefs of the Gulf of Eilat and elsewhere, and that would help assess the success of various bioremediation efforts.We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This project is aimed at applying deep neural network analysis, based on thousands of underwater images, to the automatic recognition of some common species among the 100 species reported to be found in the Eilat coral reefs. This is a challenging task, since even in the same colony, corals exhibit significant within-species morphological variability, in terms of age, depth, current, light, geographic location, and inter-specific competition. Since deep learning procedures are based on photographic images, the task is further challenged by image quality, distance from the object, angle of view, and light conditions. We produced a large dataset of over 5,000 coral images that were classified into 11 species in the present automated deep learning classification scheme. We demonstrate the efficiency and reliability of the method, as compared to painstaking manual classification. Specifically, we demonstrated that this method is readily adaptable to include additional species, thereby providing an excellent tool for future studies in the region, that would allow for real time monitoring the detrimental effects of global climate change and anthropogenic impacts on the coral reefs of the Gulf of Eilat and elsewhere, and that would help assess the success of various bioremediation efforts. We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This project is aimed at applying deep neural network analysis, based on thousands of underwater images, to the automatic recognition of some common species among the 100 species reported to be found in the Eilat coral reefs. This is a challenging task, since even in the same colony, corals exhibit significant within-species morphological variability, in terms of age, depth, current, light, geographic location, and inter-specific competition. Since deep learning procedures are based on photographic images, the task is further challenged by image quality, distance from the object, angle of view, and light conditions. We produced a large dataset of over 5,000 coral images that were classified into 11 species in the present automated deep learning classification scheme. We demonstrate the efficiency and reliability of the method, as compared to painstaking manual classification. Specifically, we demonstrated that this method is readily adaptable to include additional species, thereby providing an excellent tool for future studies in the region, that would allow for real time monitoring the detrimental effects of global climate change and anthropogenic impacts on the coral reefs of the Gulf of Eilat and elsewhere, and that would help assess the success of various bioremediation efforts. |
| ArticleNumber | 12959 |
| Author | Benichou, Jennifer I. C. Iluz, David Raphael, Alina Dubinsky, Zvy Netanyahu, Nathan S. |
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| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/32737327$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.3389/fmars.2015.00122 10.1126/science.1152509 10.1371/journal.pcbi.1002849 10.7554/eLife.13288 10.3390/rs5041809 10.1016/S0025-326X(03)00246-7 10.1038/srep42405 10.1126/science.1085046 10.1109/TKDE.2009.191 10.1371/journal.pone.0130312 10.1016/j.marpolbul.2004.06.011 10.2307/1539156 10.1016/j.hal.2005.11.003 10.1126/science.228.4705.1333 10.1016/j.aci.2019.11.004 10.1111/j.1755-263X.2009.00084.x 10.1109/JOE.2017.2786878 10.1016/S0924-7963(00)00045-2 10.1109/CVPR.2017.243 10.1109/ICCV.2015.123 10.3354/meps003167 10.1126/science.1067728 10.1007/BF00366561 10.1109/OCEANS.2016.7761105 10.1560/IJPS.56.1-2.29 10.1016/j.imavis.2019.09.002 10.1016/j.desal.2007.06.002 10.3390/s20020447 10.1007/978-3-319-31305-4_36 10.1038/scientificamerican0879-124 10.2307/1934816 10.1126/science.296.5568.727 10.1162/NECO_a_00052 10.1162/neco.1993.5.3.402 10.2307/1943285 10.3354/meps311093 10.1145/1553374.1553453 10.1007/s00338-007-0270-6 10.1007/BF00388987 10.3389/fmars.2019.00222 10.4319/lom.2008.6.144 10.1890/06-1182.1 10.1016/j.jembe.2005.11.016 10.1007/978-3-319-31305-4_7 10.1109/TMM.2016.2598092 10.1111/gcb.12592 10.1109/CVPR.2016.308 10.1007/978-3-319-31305-4_11 10.1007/s00244-015-0227-7 10.4319/lo.2002.47.1.0309 10.1038/srep42329 10.3390/d12010029 10.1109/CVPR.2012.6247798 10.1016/j.eswa.2018.10.010 10.1073/pnas.0804478105 10.1111/j.1365-2486.1996.tb00064.x 10.1038/377507a0 10.1038/nature02691 10.1109/TASL.2012.2229986 10.1007/s003380100146 10.1007/978-3-319-31305-4_21 10.1016/B978-0-12-811318-9.00021-1 10.1890/1540-9295(2004)002[0191:ELP]2.0.CO;2 10.1007/BF00302198 10.1007/978-3-319-31305-4_29 |
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| References | Beyth (CR49) 2007; 214 Schumacher, Zibrowius (CR25) 1985; 4 Cuif, Goffredo, Dubinsky (CR32) 2016 Tamir, Lerner, Haspel, Dubinsky, Iluz (CR46) 2017; 7 Kruszynski, Kaandorp, van Liere (CR52) 2007; 26 CR73 Beijbom, Edmunds, Roelfsema, Smith, Kline, Neal, Chan (CR62) 2015; 10 CR72 CR71 CR70 Cohen, Dubinsky, Erez (CR33) 2016 Goreau, Goreau, Goreau (CR29) 1979; 241 Berman, Paldor, Brenner (CR50) 2000; 26 Hoegh-Guldberg, Mumby, Hooten, Steneck, Greenfield, Gomez, Knowlton (CR4) 2007; 318 Fitt, Brown, Warner, Dunne (CR44) 2001; 20 Shihavuddin, Gracias, Garcia, Gleason, Gintert (CR20) 2013; 5 Genin, Lazar, Brenner (CR66) 1995; 377 Loya, Slobodkin (CR10) 1971; 28 Anthony, Kline, Diaz-Pulido, Dove, Hoegh-Guldberg (CR35) 2008; 105 McClanahan, Ateweberhan, Muhando, Maina, Mohammed (CR6) 2007; 77 CR9 Loya (CR64) 1976; 57 Odum, Odum (CR27) 1955; 25 Wielgus, Balmford, Lewis, Mora, Gerber (CR40) 2010; 3 Loya (CR11) 1972; 13 Hunter, Evans (CR42) 1995; 57 Zhang, Wu (CR19) 2013; 21 Wood (CR37) 2001 Maor-Landaw (CR2) 2014; 20 Soden, Wetherald, Stenchikov, Robock (CR13) 2002; 296 Roberts, Dubinsky, Goffredo, Dubinsky (CR5) 2016 Baldi, Chauvin (CR18) 1993; 5 Ciresan, Meier, Gambardella, Schmidhuber (CR17) 2010; 22 Brandt (CR26) 1883; 1 Teplitski, Krediet, Meyer, Ritchie, Goffredo, Dubinsky (CR3) 2016 Hughes (CR43) 2003; 301 Zhang (CR16) 2016; 18 Mahmood, Zande, Kirkwood (CR22) 2016 Levy, Dubinsky, Achituv, Erez (CR30) 2006; 333 Fox, Pet, Dahuri, Caldwell (CR36) 2003; 46 CR59 CR55 Longcore, Rich (CR39) 2004; 2 Zvuloni, Artzy-Randrup, Stone, van Woesik, Loya (CR69) 2008; 6 Loya (CR12) 1975; 29 CR51 Mahmood, Samui, Roy, Balas (CR54) 2017 Gravili, Goffredo, Dubinsky (CR7) 2016 Chindapol, Kaandorp, Cronemberger, Mass, Genin (CR53) 2013 Loya, Rinkevich (CR65) 1980; 3 Roberts (CR24) 2002; 295 Dubinsky, Stambler (CR8) 1996; 2 Mahmood, Bennamoun, An, Sohel, Boussaid, Hovey, Fisher (CR56) 2018; 44 Bhattacharya (CR67) 2016; 5 Gorbunov, Falkowski (CR45) 2002; 47 Mahmood, Ospina, Bennamoun, An, Sohel, Boussaid, Kendrick (CR57) 2020; 20 Zakai, Dubinsky, Avishai, Caaras, Chadwick (CR48) 2006; 311 Bellwood, Hughes, Folke, Nystrom (CR1) 2004; 429 Iluz, Yehoshua, Dubinsky (CR15) 2008; 56 Shlesinger, Loya (CR47) 1985; 228 Dubinsky, Iluz, Goffredo, Dubinsky (CR28) 2016 Mahmood, Bennamoun, An, Sohel, Boussaid (CR58) 2020; 93 Williams, Couch, Beijbom, Oliver, Vargas-Angel, Schumacher, Brainard (CR63) 2019; 6 CR68 CR23 CR21 CR61 CR60 Littler, Littler, Brooks (CR41) 2006; 5 Loya, Lubinevsky, Rosenfeld, Kramarsky-Winter (CR14) 2004; 49 Goreau (CR31) 1959; 116 Maor-Landaw (CR34) 2017 Downs (CR38) 2016; 70 69201_CR71 69201_CR72 HT Odum (69201_CR27) 1955; 25 69201_CR73 E Wood (69201_CR37) 2001 A Genin (69201_CR66) 1995; 377 MY Gorbunov (69201_CR45) 2002; 47 DC Ciresan (69201_CR17) 2010; 22 CM Roberts (69201_CR24) 2002; 295 TF Goreau (69201_CR29) 1979; 241 69201_CR70 K Fitt (69201_CR44) 2001; 20 ID Williams (69201_CR63) 2019; 6 M Teplitski (69201_CR3) 2016 69201_CR68 D Iluz (69201_CR15) 2008; 56 TR McClanahan (69201_CR6) 2007; 77 ASM Shihavuddin (69201_CR20) 2013; 5 H Schumacher (69201_CR25) 1985; 4 A Mahmood (69201_CR22) 2016 Z Dubinsky (69201_CR28) 2016 C Gravili (69201_CR7) 2016 Y Loya (69201_CR65) 1980; 3 JM Roberts (69201_CR5) 2016 KJ Kruszynski (69201_CR52) 2007; 26 69201_CR9 HE Fox (69201_CR36) 2003; 46 A Mahmood (69201_CR54) 2017 TP Hughes (69201_CR43) 2003; 301 XL Zhang (69201_CR19) 2013; 21 TF Goreau (69201_CR31) 1959; 116 I Cohen (69201_CR33) 2016 A Mahmood (69201_CR56) 2018; 44 K Maor-Landaw (69201_CR2) 2014; 20 Z Dubinsky (69201_CR8) 1996; 2 69201_CR51 69201_CR55 T Longcore (69201_CR39) 2004; 2 T Zhang (69201_CR16) 2016; 18 Y Loya (69201_CR12) 1975; 29 BJ Soden (69201_CR13) 2002; 296 CA Downs (69201_CR38) 2016; 70 K Brandt (69201_CR26) 1883; 1 Y Shlesinger (69201_CR47) 1985; 228 A Zvuloni (69201_CR69) 2008; 6 O Hoegh-Guldberg (69201_CR4) 2007; 318 KRN Anthony (69201_CR35) 2008; 105 N Chindapol (69201_CR53) 2013 69201_CR60 R Tamir (69201_CR46) 2017; 7 69201_CR61 Y Loya (69201_CR14) 2004; 49 Y Loya (69201_CR64) 1976; 57 Y Loya (69201_CR11) 1972; 13 O Levy (69201_CR30) 2006; 333 69201_CR21 J Wielgus (69201_CR40) 2010; 3 69201_CR23 O Beijbom (69201_CR62) 2015; 10 JP Cuif (69201_CR32) 2016 CL Hunter (69201_CR42) 1995; 57 K Maor-Landaw (69201_CR34) 2017 D Zakai (69201_CR48) 2006; 311 D Bhattacharya (69201_CR67) 2016; 5 MM Littler (69201_CR41) 2006; 5 P Baldi (69201_CR18) 1993; 5 T Berman (69201_CR50) 2000; 26 69201_CR59 A Mahmood (69201_CR58) 2020; 93 Y Loya (69201_CR10) 1971; 28 M Beyth (69201_CR49) 2007; 214 A Mahmood (69201_CR57) 2020; 20 DR Bellwood (69201_CR1) 2004; 429 |
| References_xml | – volume: 26 start-page: 831 year: 2007 end-page: 840 ident: CR52 article-title: A computational method for quantifying morphological variation in scleractinian corals publication-title: Coral Reefs – ident: CR70 – year: 2016 ident: CR33 article-title: Light enhanced calcification in hermatypic corals: new insights from light spectral responses publication-title: Front. Mar. doi: 10.3389/fmars.2015.00122 – year: 2001 ident: CR37 publication-title: Collection of Coral Reef Fish for Aquaria: Global Trade Conservation Issues and Management Strategies – volume: 3 start-page: 38 year: 2010 end-page: 44 ident: CR40 article-title: Coral reef quality and recreation fees in marine protected areas publication-title: Conserv. Lett. – volume: 26 start-page: 349 year: 2000 end-page: 365 ident: CR50 article-title: Simulation of wind-driven circulation in the Gulf of Elat (Aqaba) publication-title: J. Mar. Syst. – ident: CR68 – start-page: 593 year: 2016 end-page: 606 ident: CR5 publication-title: The Cnidaria, Past, Present and Future – volume: 333 start-page: 1 year: 2006 end-page: 11 ident: CR30 article-title: Diurnal polyp expansion behavior in stony corals may enhance carbon availability for symbionts photosynthesis publication-title: J. Exp. Mar. Biol. Ecol. – volume: 93 start-page: 103811 year: 2020 ident: CR58 article-title: ResFeats: residual network based features for underwater image classification publication-title: Image Vis. Comput. – volume: 429 start-page: 827 year: 2004 end-page: 833 ident: CR1 article-title: Confronting the coral reef crisis publication-title: Nature – volume: 318 start-page: 1737 year: 2007 end-page: 1742 ident: CR4 article-title: Coral reefs under rapid climate change and ocean acidification publication-title: Science doi: 10.1126/science.1152509 – ident: CR51 – volume: 105 start-page: 17442 year: 2008 end-page: 17446 ident: CR35 article-title: Ocean acidification causes bleaching and productivity loss in coral reef builders publication-title: Proc. Natl. Acad. Sci. U.S.A. – volume: 20 start-page: 51 year: 2001 end-page: 65 ident: CR44 article-title: Coral bleaching: interpretation of thermal tolerance limits and thermal thresholds in tropical corals publication-title: Coral Reefs – ident: CR61 – start-page: 163 year: 2016 end-page: 179 ident: CR32 publication-title: The Cnidaria, Past, Present and Future – start-page: 1 year: 2016 end-page: 5 ident: CR22 publication-title: Oceans 2016 – start-page: 383 year: 2017 end-page: 401 ident: CR54 publication-title: Handbook of Neural Computation – volume: 5 start-page: 565 year: 2006 end-page: 585 ident: CR41 article-title: Harmful algae on tropical coral reefs: bottom-up eutrophication and top-down herbivory publication-title: Harmful Algae – ident: CR21 – volume: 311 start-page: 93 year: 2006 end-page: 102 ident: CR48 article-title: Lunar periodicity of planula release in the reef-building coral publication-title: Mar. Ecol. Prog. Ser. – ident: CR71 – volume: 29 start-page: 177 year: 1975 end-page: 185 ident: CR12 article-title: Possible effects of water pollution on community structure of Red Sea corals publication-title: Mar. Biol. – year: 2013 ident: CR53 article-title: Modelling growth and form of the scleractinian coral and the influence of hydrodynamics publication-title: PLoS Comput. Biol. doi: 10.1371/journal.pcbi.1002849 – start-page: 95 year: 2016 end-page: 107 ident: CR7 article-title: Zoogeography of Hydrozoa: past, present and a look to the future publication-title: The Cnidaria Past, Present and Future – volume: 5 start-page: e13288 year: 2016 ident: CR67 article-title: Comparative genomics explains the evolutionary success of reef-forming corals publication-title: Elife doi: 10.7554/eLife.13288 – volume: 295 start-page: 1280 year: 2002 end-page: 1284 ident: CR24 article-title: Marine biodiversity hotspots and conservation priorities for tropical reefs publication-title: Science – volume: 57 start-page: 501 year: 1995 end-page: 515 ident: CR42 article-title: Coral reefs in Kaneohe Bay, Hawaii: Two centuries of western influence and two decades of data publication-title: Bull. Mar. Sci. – volume: 3 start-page: 167 year: 1980 end-page: 180 ident: CR65 article-title: Effects of oil polution on coral reef communities publication-title: Mar. Ecol. Prog. Ser. – ident: CR9 – volume: 13 start-page: 100 year: 1972 end-page: 123 ident: CR11 article-title: Community structure and species diversity of hermatypic corals at Eilat, Red Sea publication-title: Mar. Biol. – volume: 25 start-page: 291 year: 1955 end-page: 320 ident: CR27 article-title: Trophic structure and productivity of a windward coral reef community on Eniwetok Atoll publication-title: Ecol. Monogr. – volume: 21 start-page: 697 year: 2013 end-page: 710 ident: CR19 article-title: Deep belief networks based voice activity detection publication-title: IEEE Trans. Audio Speech – volume: 77 start-page: 503 year: 2007 end-page: 525 ident: CR6 article-title: Effects of climate and seawater temperature variation on coral bleaching and mortality publication-title: Ecol. Monogr. – ident: CR60 – volume: 296 start-page: 727 year: 2002 end-page: 730 ident: CR13 article-title: Global cooling after the eruption of Mount Pinatubo: a test of climate feedback by water vapor publication-title: Science – volume: 57 start-page: 278 year: 1976 end-page: 289 ident: CR64 article-title: Recolonization of Red Sea corals affected by natural catastrophes and man-made perturbations publication-title: Ecology – volume: 49 start-page: 344 year: 2004 end-page: 353 ident: CR14 article-title: Nutrient enrichment caused by in situ fish farms at Eilat, Red Sea is detrimental to coral reproduction publication-title: Mar. Pollut. Bull. – volume: 56 start-page: 29 year: 2008 end-page: 36 ident: CR15 article-title: Quantum yields of phytoplankton photosynthesis in the Gulf of Aqaba (Elat), Northern Red Sea publication-title: Isr. J. Plant Sci. – volume: 47 start-page: 309 year: 2002 end-page: 315 ident: CR45 article-title: Photoreceptors in the cnidarian hosts allow symbiotic corals to sense blue moonlight publication-title: Limnol. Oceanogr. – volume: 5 start-page: 1809 year: 2013 end-page: 1841 ident: CR20 article-title: Image-based coral reef classification and thematic mapping publication-title: Remote Sensing doi: 10.3390/rs5041809 – volume: 241 start-page: 124 year: 1979 end-page: 136 ident: CR29 article-title: Corals and coral reefs publication-title: Sci. Am. – ident: CR72 – volume: 18 start-page: 2528 year: 2016 end-page: 2536 ident: CR16 article-title: A deep neural network-driven feature learning method for multi-view facial expression recognition publication-title: IEEE Trans. Multimed. – volume: 28 start-page: 117 year: 1971 end-page: 139 ident: CR10 article-title: The coral reefs of Eilat (Gulf of Eilat, Red Sea) publication-title: Symp. Zool. Soc. Lond. – volume: 46 start-page: 1024 year: 2003 end-page: 1031 ident: CR36 article-title: Recovery in rubble fields: long-term impacts of blast fishing publication-title: Mar. Pollut. Bull. doi: 10.1016/S0025-326X(03)00246-7 – start-page: 469 year: 2016 end-page: 487 ident: CR28 publication-title: The Cnidaria, Past, Present and Future: The World of Medusa and her Sisters – volume: 20 start-page: 3026 year: 2014 end-page: 3035 ident: CR2 article-title: Gene expression profiles during short-term heat stress in the red sea coral publication-title: Glob. Change Biol. – volume: 4 start-page: 1 year: 1985 end-page: 9 ident: CR25 article-title: What is hermatypic? A redefinition of ecological groups in corals and other organisms publication-title: Coral Reefs – volume: 10 start-page: e0130312 issue: 7 year: 2015 ident: CR62 article-title: Towards automated annotation of benthic survey images: variability of human experts and operational modes of automation publication-title: PLoS One – volume: 44 start-page: 121 issue: 1 year: 2018 end-page: 131 ident: CR56 article-title: Deep image representations for coral image classification publication-title: IEEE J. Ocean. Eng. – volume: 20 start-page: 447 issue: 2 year: 2020 ident: CR57 article-title: Automatic hierarchical classification of kelps using deep residual features publication-title: Sensors – volume: 6 start-page: 144 year: 2008 end-page: 152 ident: CR69 article-title: Ecological size-frequency distributions: how to prevent and correct biases in spatial sampling publication-title: Limnol. Oceanogr. Methods – volume: 7 start-page: 42329 year: 2017 ident: CR46 article-title: The spectral and spatial distribution of light pollution in the waters of the northern Gulf of Aqaba (Eilat) publication-title: Sci. Rep. – volume: 6 start-page: 222 year: 2019 ident: CR63 article-title: Leveraging automated image analysis tools to transform our capacity to assess status and trends on coral reefs publication-title: Front. Mar. Sci. – volume: 377 start-page: 507 year: 1995 end-page: 510 ident: CR66 article-title: Vertical mixing and coral death in the Red Sea following the eruption of Mount Pinatubo publication-title: Nature – volume: 2 start-page: 511 year: 1996 end-page: 526 ident: CR8 article-title: Marine pollution and coral reefs publication-title: Glob. Change Biol. – ident: CR23 – year: 2017 ident: CR34 article-title: Mediterranean versus Red sea corals facing climate change, a transcriptome analysis publication-title: Sci. Rep. doi: 10.1038/srep42405 – volume: 1 start-page: 445 year: 1883 end-page: 454 ident: CR26 article-title: Uber die symbiose von algen und tieren publication-title: Arch. Anat. Physiol. – ident: CR73 – volume: 5 start-page: 402 year: 1993 end-page: 418 ident: CR18 article-title: Neural networks for fingerprint recognition publication-title: Neural Comput. – volume: 2 start-page: 191 year: 2004 end-page: 198 ident: CR39 article-title: Ecological light pollution publication-title: Front. Ecol. Environ. – volume: 228 start-page: 1333 year: 1985 end-page: 1335 ident: CR47 article-title: Coral community reproductive patterns: Red Sea versus the Great Barrier Reef publication-title: Science – start-page: 331 year: 2016 end-page: 346 ident: CR3 publication-title: The Cnidaria Past, Present and Future – volume: 70 start-page: 265 year: 2016 end-page: 288 ident: CR38 article-title: Toxicopathological effects of the sunscreen UV filter, oxybenzone (benzophenone-3), on coral planulae and cultured primary cells and its environmental contamination in Hawaii and the US Virgin Islands publication-title: Arch. Environ. Contam. Toxicol. – volume: 214 start-page: 365 year: 2007 end-page: 371 ident: CR49 article-title: The Red Sea and the Mediterranean-Dead Sea canal project publication-title: Desalination – ident: CR55 – ident: CR59 – volume: 301 start-page: 929 year: 2003 end-page: 933 ident: CR43 article-title: Climate change, human impacts, and the resilience of coral reefs publication-title: Science doi: 10.1126/science.1085046 – volume: 22 start-page: 3207 year: 2010 end-page: 3220 ident: CR17 article-title: Deep, big, simple neural nets for handwritten digit recognition publication-title: Neural Comput. – volume: 116 start-page: 59 year: 1959 end-page: 75 ident: CR31 article-title: The physiology of skeleton formation in corals. I. A method for measuring the rate of calcium deposition by corals under different conditions publication-title: Biol. Bull. – ident: 69201_CR72 doi: 10.1109/TKDE.2009.191 – volume: 10 start-page: e0130312 issue: 7 year: 2015 ident: 69201_CR62 publication-title: PLoS One doi: 10.1371/journal.pone.0130312 – volume: 49 start-page: 344 year: 2004 ident: 69201_CR14 publication-title: Mar. Pollut. Bull. doi: 10.1016/j.marpolbul.2004.06.011 – volume: 301 start-page: 929 year: 2003 ident: 69201_CR43 publication-title: Science doi: 10.1126/science.1085046 – volume: 116 start-page: 59 year: 1959 ident: 69201_CR31 publication-title: Biol. Bull. doi: 10.2307/1539156 – year: 2013 ident: 69201_CR53 publication-title: PLoS Comput. Biol. doi: 10.1371/journal.pcbi.1002849 – year: 2017 ident: 69201_CR34 publication-title: Sci. Rep. doi: 10.1038/srep42405 – volume: 5 start-page: 565 year: 2006 ident: 69201_CR41 publication-title: Harmful Algae doi: 10.1016/j.hal.2005.11.003 – volume: 228 start-page: 1333 year: 1985 ident: 69201_CR47 publication-title: Science doi: 10.1126/science.228.4705.1333 – ident: 69201_CR73 doi: 10.1016/j.aci.2019.11.004 – volume: 3 start-page: 38 year: 2010 ident: 69201_CR40 publication-title: Conserv. Lett. doi: 10.1111/j.1755-263X.2009.00084.x – year: 2016 ident: 69201_CR33 publication-title: Front. Mar. doi: 10.3389/fmars.2015.00122 – volume: 44 start-page: 121 issue: 1 year: 2018 ident: 69201_CR56 publication-title: IEEE J. Ocean. Eng. doi: 10.1109/JOE.2017.2786878 – volume: 26 start-page: 349 year: 2000 ident: 69201_CR50 publication-title: J. Mar. Syst. doi: 10.1016/S0924-7963(00)00045-2 – ident: 69201_CR61 doi: 10.1109/CVPR.2017.243 – ident: 69201_CR60 doi: 10.1109/ICCV.2015.123 – volume: 3 start-page: 167 year: 1980 ident: 69201_CR65 publication-title: Mar. Ecol. Prog. Ser. doi: 10.3354/meps003167 – volume: 295 start-page: 1280 year: 2002 ident: 69201_CR24 publication-title: Science doi: 10.1126/science.1067728 – volume: 13 start-page: 100 year: 1972 ident: 69201_CR11 publication-title: Mar. Biol. doi: 10.1007/BF00366561 – ident: 69201_CR55 doi: 10.1109/OCEANS.2016.7761105 – volume: 56 start-page: 29 year: 2008 ident: 69201_CR15 publication-title: Isr. J. Plant Sci. doi: 10.1560/IJPS.56.1-2.29 – volume: 93 start-page: 103811 year: 2020 ident: 69201_CR58 publication-title: Image Vis. Comput. doi: 10.1016/j.imavis.2019.09.002 – volume: 214 start-page: 365 year: 2007 ident: 69201_CR49 publication-title: Desalination doi: 10.1016/j.desal.2007.06.002 – volume: 20 start-page: 447 issue: 2 year: 2020 ident: 69201_CR57 publication-title: Sensors doi: 10.3390/s20020447 – start-page: 593 volume-title: The Cnidaria, Past, Present and Future year: 2016 ident: 69201_CR5 doi: 10.1007/978-3-319-31305-4_36 – volume: 241 start-page: 124 year: 1979 ident: 69201_CR29 publication-title: Sci. Am. doi: 10.1038/scientificamerican0879-124 – volume: 57 start-page: 278 year: 1976 ident: 69201_CR64 publication-title: Ecology doi: 10.2307/1934816 – volume: 296 start-page: 727 year: 2002 ident: 69201_CR13 publication-title: Science doi: 10.1126/science.296.5568.727 – volume: 22 start-page: 3207 year: 2010 ident: 69201_CR17 publication-title: Neural Comput. doi: 10.1162/NECO_a_00052 – volume: 5 start-page: 402 year: 1993 ident: 69201_CR18 publication-title: Neural Comput. doi: 10.1162/neco.1993.5.3.402 – volume: 25 start-page: 291 year: 1955 ident: 69201_CR27 publication-title: Ecol. Monogr. doi: 10.2307/1943285 – volume: 311 start-page: 93 year: 2006 ident: 69201_CR48 publication-title: Mar. Ecol. Prog. Ser. doi: 10.3354/meps311093 – ident: 69201_CR51 doi: 10.1145/1553374.1553453 – volume: 1 start-page: 445 year: 1883 ident: 69201_CR26 publication-title: Arch. Anat. Physiol. – start-page: 1 volume-title: Oceans 2016 year: 2016 ident: 69201_CR22 – volume: 5 start-page: e13288 year: 2016 ident: 69201_CR67 publication-title: Elife doi: 10.7554/eLife.13288 – volume: 26 start-page: 831 year: 2007 ident: 69201_CR52 publication-title: Coral Reefs doi: 10.1007/s00338-007-0270-6 – volume: 29 start-page: 177 year: 1975 ident: 69201_CR12 publication-title: Mar. Biol. doi: 10.1007/BF00388987 – ident: 69201_CR21 – volume: 57 start-page: 501 year: 1995 ident: 69201_CR42 publication-title: Bull. Mar. Sci. – volume: 6 start-page: 222 year: 2019 ident: 69201_CR63 publication-title: Front. Mar. Sci. doi: 10.3389/fmars.2019.00222 – volume: 46 start-page: 1024 year: 2003 ident: 69201_CR36 publication-title: Mar. Pollut. Bull. doi: 10.1016/S0025-326X(03)00246-7 – volume: 6 start-page: 144 year: 2008 ident: 69201_CR69 publication-title: Limnol. Oceanogr. Methods doi: 10.4319/lom.2008.6.144 – ident: 69201_CR68 – volume-title: Collection of Coral Reef Fish for Aquaria: Global Trade Conservation Issues and Management Strategies year: 2001 ident: 69201_CR37 – volume: 77 start-page: 503 year: 2007 ident: 69201_CR6 publication-title: Ecol. Monogr. doi: 10.1890/06-1182.1 – volume: 333 start-page: 1 year: 2006 ident: 69201_CR30 publication-title: J. Exp. Mar. Biol. Ecol. doi: 10.1016/j.jembe.2005.11.016 – start-page: 95 volume-title: The Cnidaria Past, Present and Future year: 2016 ident: 69201_CR7 doi: 10.1007/978-3-319-31305-4_7 – volume: 18 start-page: 2528 year: 2016 ident: 69201_CR16 publication-title: IEEE Trans. Multimed. doi: 10.1109/TMM.2016.2598092 – volume: 20 start-page: 3026 year: 2014 ident: 69201_CR2 publication-title: Glob. Change Biol. doi: 10.1111/gcb.12592 – ident: 69201_CR59 doi: 10.1109/CVPR.2016.308 – start-page: 163 volume-title: The Cnidaria, Past, Present and Future year: 2016 ident: 69201_CR32 doi: 10.1007/978-3-319-31305-4_11 – volume: 70 start-page: 265 year: 2016 ident: 69201_CR38 publication-title: Arch. Environ. Contam. Toxicol. doi: 10.1007/s00244-015-0227-7 – volume: 47 start-page: 309 year: 2002 ident: 69201_CR45 publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2002.47.1.0309 – volume: 7 start-page: 42329 year: 2017 ident: 69201_CR46 publication-title: Sci. Rep. doi: 10.1038/srep42329 – ident: 69201_CR70 doi: 10.3390/d12010029 – ident: 69201_CR9 doi: 10.1109/CVPR.2012.6247798 – volume: 5 start-page: 1809 year: 2013 ident: 69201_CR20 publication-title: Remote Sensing doi: 10.3390/rs5041809 – ident: 69201_CR23 doi: 10.1016/j.eswa.2018.10.010 – ident: 69201_CR71 – volume: 28 start-page: 117 year: 1971 ident: 69201_CR10 publication-title: Symp. Zool. Soc. Lond. – volume: 105 start-page: 17442 year: 2008 ident: 69201_CR35 publication-title: Proc. Natl. Acad. Sci. U.S.A. doi: 10.1073/pnas.0804478105 – volume: 2 start-page: 511 year: 1996 ident: 69201_CR8 publication-title: Glob. Change Biol. doi: 10.1111/j.1365-2486.1996.tb00064.x – volume: 377 start-page: 507 year: 1995 ident: 69201_CR66 publication-title: Nature doi: 10.1038/377507a0 – volume: 318 start-page: 1737 year: 2007 ident: 69201_CR4 publication-title: Science doi: 10.1126/science.1152509 – volume: 429 start-page: 827 year: 2004 ident: 69201_CR1 publication-title: Nature doi: 10.1038/nature02691 – volume: 21 start-page: 697 year: 2013 ident: 69201_CR19 publication-title: IEEE Trans. Audio Speech doi: 10.1109/TASL.2012.2229986 – volume: 20 start-page: 51 year: 2001 ident: 69201_CR44 publication-title: Coral Reefs doi: 10.1007/s003380100146 – start-page: 331 volume-title: The Cnidaria Past, Present and Future year: 2016 ident: 69201_CR3 doi: 10.1007/978-3-319-31305-4_21 – start-page: 383 volume-title: Handbook of Neural Computation year: 2017 ident: 69201_CR54 doi: 10.1016/B978-0-12-811318-9.00021-1 – volume: 2 start-page: 191 year: 2004 ident: 69201_CR39 publication-title: Front. Ecol. Environ. doi: 10.1890/1540-9295(2004)002[0191:ELP]2.0.CO;2 – volume: 4 start-page: 1 year: 1985 ident: 69201_CR25 publication-title: Coral Reefs doi: 10.1007/BF00302198 – start-page: 469 volume-title: The Cnidaria, Past, Present and Future: The World of Medusa and her Sisters year: 2016 ident: 69201_CR28 doi: 10.1007/978-3-319-31305-4_29 |
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| Snippet | We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This... We describe the application of the computerized deep learning methodology to the recognition of corals in a shallow reef in the Gulf of Eilat, Red Sea. This... |
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| SubjectTerms | 631/158 631/158/2445 Anthropogenic factors Bioremediation Classification Climate change Climate effects Coral reefs Corals Deep learning Genetic variability Global climate Humanities and Social Sciences multidisciplinary Neural networks Science Science (multidisciplinary) Shallow water Species |
| Title | Deep neural network recognition of shallow water corals in the Gulf of Eilat (Aqaba) |
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