XU Jingping, ZHAO Jianhua, LI Fang, WANG Lin, SONG Derui, WEN Shiyong, WANG Fei, GAO Ning. Object-based image analysis for mapping geomorphic zones of coral reefs in the Xisha Islands, China[J]. Acta Oceanologica Sinica, 2016, 35(12): 19-27. doi: 10.1007/s13131-016-0921-y
Citation: XU Jingping, ZHAO Jianhua, LI Fang, WANG Lin, SONG Derui, WEN Shiyong, WANG Fei, GAO Ning. Object-based image analysis for mapping geomorphic zones of coral reefs in the Xisha Islands, China[J]. Acta Oceanologica Sinica, 2016, 35(12): 19-27. doi: 10.1007/s13131-016-0921-y

Object-based image analysis for mapping geomorphic zones of coral reefs in the Xisha Islands, China

doi: 10.1007/s13131-016-0921-y
  • Received Date: 2015-08-02
  • Rev Recd Date: 2016-01-25
  • Mapping regional spatial patterns of coral reef geomorphology provides the primary information to understand the constructive processes in the reef ecosystem. However, this work is challenged by the pixel-based image classification method for its comparatively low accuracy. In this paper, an object-based image analysis (OBIA) method was presented to map intra-reef geomorphology of coral reefs in the Xisha Islands, China using Landsat 8 satellite imagery. Following the work of the Millennium Coral Reef Mapping Project, a regional reef class hierarchy with ten geomorphic classes was first defined. Then, incorporating the hierarchical concept and integrating the spectral and additional spatial information such as context, shape and contextual relationships, a large-scale geomorphic map was produced by OBIA with accuracies generally more than 80%. Although the robustness of OBIA has been validated in the applications of coral reef mapping from individual reefs to reef system in this paper, further work is still required to improve its transferability.
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  • Aguirre-Gutiérrez J, Seijmonsbergen A C, Duivenvoorden J F. 2012. Optimizing land cover classification accuracy for change detec-tion, a combined pixel-based approach in a mountainous area in Mexico. Applied Geography, 34:29-37
    Aksoy B, Ercanoglu M. 2012. Landslide identification and classifica-tion by object-based image analysis and fuzzy logic:an ex-ample from the Azdavay region (Kastamonu, Turkey). Com-puters & Geosciences, 38(1):87-98
    Andréfou.t S, Cabioch G, Flamand B, et al. 2009. A reappraisal of the diversity of geomorphological and genetic processes of New Caledonian coral reefs:a synthesis from optical remote sensing, coring and acoustic multibeam observations. Coral Reefs, 28(3):691-707
    Andréfou.t S, Claereboudt M, Matsakis P, et al. 2001. Typology of atoll rims in tuamotu archipelago (French Polynesia) at land-scape scale using SPOT HRV images. International Journal of Remote Sensing, 22(6):987-1004
    Andréfou.t S, Kramer P, Torres-Pulliza D, et al. 2003. Multi-site eval-uation of Ikonos data for classification of Tropical coral reef en-vironments. Remote Sensing of Environment, 88(1-2):128-143
    Andréfou.t S, Muller-Karger F E, Robinson J A, et al. 2006. Global as-sessment of modern coral reef extent and diversity for regional science and management applications:a view from space. In:Proceedings of the 10th International Coral Reef Symposium. Okinawa:ICRS, 1:1732-1745
    Benfield S L, Guzman H M, Mair J M, et al. 2007. Mapping the distri-bution of coral reefs and associated sublittoral habitats in Pa-cific Panama:a comparison of optical satellite sensors and clas-sification methodologies. International Journal of Remote Sensing, 28(22):5047-5070
    Benz U C, Hofmann P, Willhauck G, et al. 2004. Multi-resolution, ob-ject-oriented fuzzy analysis of remote sensing data for GIS-ready information. ISPRS Journal of Photogrammetry and Re-mote Sensing, 58(3-4):239-258
    Bertani T D C, Rossetti D D F, Albuquerque P C G. 2013. Object-based classification of vegetation and terrain topography in South-western Amazonia (Brazil) as a tool for detecting ancient fluvial geomorphic features. Computers and Geosciences, 60:41-50
    Blaschke T. 2010. Object based image analysis for remote sensing. IS-PRS Journal of Photogrammetry and Remote Sensing, 65(1):2-16
    Blaschke T, Hay G J, Kelly M, et al. 2014. Geographic object-based im-age analysis-Towards a new paradigm. ISPRS Journal of Photo-grammetry and Remote Sensing, 87:180-191
    Blaschke T, Lang S, Hay G. 2008. Object-Based Image Analysis. Ber-lin Heidelberg:Springer
    Carleer A P, Wolff E. 2006. Urban land cover multi-level region-based classification of VHR data by selecting relevant features. Inter-national Journal of Remote Sensing, 27(6):1035-1051
    Chen Shigan, Teng Junhua. 1996. Preliminary stuay of distribution of fringing reef at Qinglan Bay and eastern coast, Hainan Island. Journal of Oceanography in Taiwan Strait (in Chinese), 15(l):75-80
    Congalton R G, Green K. 1999. Assessing the Accuracy of Remotely Sensed Data:Principles and Practices. Boca Raton, FL:Lewis Publishers
    Hochberg E J, Andréfou.t S, Tyler M R. 2003. Sea surface correction of high spatial resolution Ikonos images to improve bottom map-ping in near-shore environments. IEEE Transactions Geoscience Remote Sensing, 41(7):1724-1729
    Kench P S. 2013. Corals systems. In:Shroder J, Sherman D J, eds. Treatise on Geomorphology. San Diego:Academic Press, 328-359
    Leon J X, Roelfsema C M, Saunders M I, et al. 2015. Measuring coral reef terrain roughness using ‘Structure-from-Motion’ close-range photogrammetry. Geomorphology, 242:21-28
    Leon J X, Woodroffe C D. 2011. Improving the synoptic mapping of coral reef geomorphology using object-based image analysis. International Journal of Geographical Information Science, 25(6):949-969
    Leon J X, Woodroffe C D. 2013. Morphological characterisation of reef types in Torres Strait and an assessment of their carbonate pro-duction. Marine Geology, 338:64-75
    Lyzenga D R. 1981. Remote sensing of bottom reflectance and water attenuation parameters in shallow water using aircraft and Landsat data. International Journal of Remote Sensing, 2(1):71-82
    Perry C T, Spencer T, Kench P S. 2008. Carbonate budgets and reef production states:a geomorphic perspective on the ecological phase-shift concept. Coral Reefs, 27(4):853-866
    Phinn S R, Roelfsema C M, Mumby P J. 2012. Multi-scale, object-based image analysis for mapping geomorphic and ecological zones on coral reefs. International Journal of Remote Sensing, 33(12):3768-3797
    Roelfsema C, Phinn S, Jupiter S, et al. 2010. The application of object based analysis of high spatial resolution imagery for mapping large coral reef systems in the west pacific at geomorphic and benthic community spatial scales. In:Proceedings of 2010 IEEE International Geoscience and Remote Sensing Symposium. Honolulu, HI:IEEE, 4346-4349
    Roelfsema C, Phinn S, Jupiter S, et al. 2013. Mapping coral reefs at reef to reef-system scales, 10s-1000s km2, using object-based image analysis. International Journal of Remote Sensing, 34(18):6367-6388
    Schlager W. 2005. Carbonate Sedimentology and Sequence Strati-graphy. SEPM Concepts in Sedimentology and Paleontology#8. Tulsa:SEPN
    Shen Naizheng. 2013. The area measurement of islands in the South China Sea. China Metrology (in Chinese), (10):55-58
    Smith S V, Kinsey D W. 1976. Calcium carbonate production, coral reef growth and sea level change. Science, 194(4268):937-939
    Smith V E, Rogers R H, Reed L E. 1975. Automated mapping and in-ventory of great barrier reef zonation with landsat data. In:Pro-ceedings of OCEAN 75 Conference. San Diego, CA:IEEE, 775-780
    Torres-Pulliza D, Wilson J R, Darmawan A, et al. 2013. Ecoregional scale seagrass mapping:a tool to support resilient MPA net-work design in the Coral Triangle. Ocean & Coastal Management, 80:55-64
    Vieira M A, Formaggio A R, Rennó C D, et al. 2012. Object based im-age analysis and data mining applied to a remotely sensed Landsat time-series to map sugarcane over large areas. Remote Sensing of Environment, 123:553-562
    Wang Daoru, Wu Zhongjie, Li Yuanchao, et al. 2011. Analysis on vari-ation trend of coral reef in Xisha. Acta Ecologica Sinica, 31(5):254-258
    Watmough G R, Atkinson P M, Hutton C W. 2011. A combined spec-tral and object-based approach to transparent cloud removal in an operational setting for Landsat ETM+. International Journal of Applied Earth Observation and Geoinformation, 13(2):220-227
    Wilkinson C. 2008. Status of Coral Reefs of the World:2008. Towns-ville, Australia:Global Coral Reef Monitoring Network and Reef and Rainforest Research Centre, 145-158
    Wu Shiguo, Yang Zhen, Wang Dawei, et al. 2014. Architecture, devel-opment and geological control of the Xisha carbonate plat-forms, northwestern South China Sea. Marine Geology, 350:71-83
    Xu Jingping, Zhao Dongzhi. 2014. Review of coral reef ecosystem re-mote sensing. Acta Ecologica Sinica, 34(1):19-25
    Xu Liqiang. 2012. Changes of eco-environment in the Xisha Islands in response to climate change and human activity over the past 2000 years (in Chinese)[dissertation]. Hefei:University of Sci-ence and Technology of China
    Ye Zhizheng, He Qixiang, Zhang Mingshu, et al. 1985. Classification and characteristics of islands in the Xisha archipelago. Marine Geology & Quaternaty Geology (in Chinese), 5(1):1-13
    Zeng Zhaoxuan, Qiu Shijun. 1985. The development characteristics of sandy inlands on Xisha atolls:a case study of Jinqing Island and Chenhang Island. Acta Ocanologica Sinica (in Chinese), 7(4):472-483
    Zhang Yuanzhi, Huen W K, Ang P O. 2013. The Hyper-spectral char-acteristics of coral species and habitats in Hong Kong. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 6(2):746-753
    Zhao Huanting, Wang Lirong, Song Zhaojing, et al. 2009. Coral Reefs Along the West Bank of Xuwen in Guangzhou Province (in Chinese). Guangzhou:Guangdong Science and Technology Press, 9-15
    Zhou Weiqi, Huang Ganlin, Troy A, et al. 2009. Object-based land cover classification of shaded areas in high spatial resolution imagery of urban areas:a comparison study. Remote Sensing of Environment, 113(8):1769-1777
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