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Articles

Mapping mountain glaciers using an improved U-Net model with cSE

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Pages 463-477 | Received 11 Oct 2021, Accepted 28 Jan 2022, Published online: 22 Feb 2022

References

  • Abdollahi, Abolfazl, Biswajeet Pradhan, and Abdullah M Alamri. 2020. “An Ensemble Architecture of Deep Convolutional Segnet and Unet Networks for Building Semantic Segmentation from High-Resolution Aerial Images.” Geocarto International, 1–16.
  • Badrinarayanan, Vijay, Alex Kendall, and Roberto Cipolla. 2017. “Segnet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation.” IEEE Transactions on Pattern Analysis and Machine Intelligence 39 (12): 2481–2495.
  • Baumhoer, Celia A, Andreas J Dietz, Christof Kneisel, and Claudia Kuenzer. 2019. “Automated Extraction of Antarctic Glacier and ice Shelf Fronts from Sentinel-1 Imagery Using Deep Learning.” Remote Sensing 11 (21): 2529.
  • Bishop, Michael P, Radoslav Bonk, Ulrich Kamp Jr, and John F Shroder Jr. Terrain Analysis and Data Modeling for Alpine Glacier Mapping Polar Geography 25 (3):182-201.
  • Bolch, Tobias, Brian Menounos, and Roger Wheate. 2010. “Landsat-based Inventory of Glaciers in Western Canada, 1985–2005.” Remote Sensing of Environment 114 (1): 127–137.
  • Burns, Patrick, and Anne Nolin. 2014. “Using Atmospherically-Corrected Landsat Imagery to Measure Glacier Area Change in the Cordillera Blanca, Peru from 1987 to 2010.” Remote Sensing of Environment 140: 165–178.
  • Chen, Liang-Chieh, George Papandreou, Iasonas Kokkinos, Kevin Murphy, and Alan L Yuille. 2018. “Deeplab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected Crfs.” IEEE Transactions on Pattern Analysis and Machine Intelligence 40 (4): 834–848.
  • Cheng, Gong, Junwei Han, and Xiaoqiang Lu. 2017. “Remote Sensing Image Scene Classification: Benchmark and State of the art.” Proceedings of the IEEE 105 (10): 1865–1883.
  • Cheng, Daniel, Wayne Hayes, Eric Larour, Yara Mohajerani, Michael Wood, Isabella Velicogna, and Eric Rignot. 2021. “Calving Front Machine (CALFIN): Glacial Termini Dataset and Automated Deep Learning Extraction Method for Greenland, 1972–2019.” The Cryosphere 15 (3): 1663–1675.
  • Chhor, Guillaume, Cristian Bartolome Aramburu, and Ianis Bougdal-Lambert. 2017. “Satellite image segmentation for building detection using U-net.” Web: http://cs229.stanford.edu/proj2017/final-reports/5243715.pdf.
  • Gardelle, Julie, Etienne Berthier, Yves Arnaud, and Andreas Kääb. 2013. “Region-wide Glacier Mass Balances Over the Pamir-Karakoram-Himalaya During 1999–2011.” The Cryosphere 7 (4): 1263–1286.
  • Gardner, Alex S, Geir Moholdt, J. Graham Cogley, Bert Wouters, Anthony A Arendt, John Wahr, Etienne Berthier, Regine Hock, W. Tad Pfeffer, and Georg Kaser. 2013. “A Reconciled Estimate of Glacier Contributions to sea Level Rise: 2003 to 2009.” Science 340 (6134): 852–857.
  • Gjermundsen, E. F., R. Mathieu, Andreas Kääb, T. Chinn, B. Fitzharris, and J. O. Hagen. 2011. “Assessment of Multispectral Glacier Mapping Methods and Derivation of Glacier Area Changes, 1978–2002, in the Central Southern Alps, New Zealand, from ASTER Satellite Data, Field Survey and Existing Inventory Data.” Journal of Glaciology 57 (204): 667–683.
  • He, Q, Z Zhang, G Ma, and J Wu. 2020. “GLACIER IDENTIFICATION FROM LANDSAT8 OLI IMAGERY USING DEEP U-NET.” ISPRS Annals of Photogrammetry, Remote Sensing & Spatial Information Sciences 5 (3).
  • Huang, Zhongling, Zongxu Pan, and Bin Lei. 2020. “What, Where, and how to Transfer in SAR Target Recognition Based on Deep CNNs.” Ieee Transactions on Geoscience and Remote Sensing 58 (4): 2324–2336.
  • Jamil, Akhtar, Aftab Ahmad Khan, Bulent Bayram, Javed Iqbal, Gomal Amin, Mirsat Yesiltepe, and Dostdar Hussain. 2019. Spatio-Temporal Glacier Change Detection Using Deep Learning: A Case Study Of Shishper Glacier In Hunza. Paper presented at the International Symposium on Applied Geoinformatics.
  • Karimi, Neamat, Morteza Eftekhari, Manuchehr Farajzadeh, Soodabeh Namdari, Ali Moridnejad, and Danesh Karimi. 2015. “Use of Multitemporal Satellite Images to Find Some Evidence for Glacier Changes in the Haft-Khan Glacier, Iran.” Arabian Journal of Geosciences 8 (8): 5879–5896.
  • Mohajerani, Yara, Michael Wood, Isabella Velicogna, and Eric Rignot. 2019. “Detection of Glacier Calving Margins with Convolutional Neural Networks: A Case Study.” Remote Sensing 11 (1): 74.
  • Mölg, Nico, Tobias Bolch, Philipp Rastner, Tazio Strozzi, and Frank Paul. 2018. “A Consistent Glacier Inventory for Karakoram and Pamir Derived from Landsat Data: Distribution of Debris Cover and Mapping Challenges.” Earth System Science Data 10 (4): 1807–1827.
  • Nie, Yong, Qiao Liu, and Shiyin Liu. 2013. “Glacial Lake Expansion in the Central Himalayas by Landsat Images, 1990–2010.” Plos One 8 (12): e83973.
  • Nijhawan, Rahul, Josodhir Das, and Raman Balasubramanian. 2018. “A Hybrid CNN + Random Forest Approach to Delineate Debris Covered Glaciers Using Deep Features.” Journal of the Indian Society of Remote Sensing 46 (6): 981–989.
  • Paul, Frank. 2002. “Changes in Glacier Area in Tyrol, Austria, Between 1969 and 1992 Derived from Landsat 5 Thematic Mapper and Austrian Glacier Inventory Data.” International Journal of Remote Sensing 23 (4): 787–799.
  • Paul, Frank, Tobias Bolch, Andreas Kääb, Thomas Nagler, Christopher Nuth, Killian Scharrer, Andrew Shepherd, Tazio Strozzi, Francesca Ticconi, and Rakesh Bhambri. 2015. “The Glaciers Climate Change Initiative: Methods for Creating Glacier Area, Elevation Change and Velocity Products.” Remote Sensing of Environment 162: 408–426.
  • Paul, Frank, Solveig H Winsvold, Andreas Kääb, Thomas Nagler, and Gabriele Schwaizer. 2016. “Glacier Remote Sensing Using Sentinel-2. Part II: Mapping Glacier Extents and Surface Facies, and Comparison to Landsat 8.” Remote Sensing 8 (7): 575.
  • Pope, Allen, and W. Gareth Rees. 2014. “Impact of Spatial, Spectral, and Radiometric Properties of Multispectral Imagers on Glacier Surface Classification.” Remote Sensing of Environment 141: 1–13.
  • Raper, Sarah CB, and Roger J Braithwaite. 2006. “Low sea Level Rise Projections from Mountain Glaciers and Icecaps Under Global Warming.” Nature 439 (7074): 311–313.
  • Raup, Bruce H, Liss M Andreassen, Tobias Bolch, and Suzanne Bevan. 2015. “Remote Sensing of Glaciers.” Remote Sensing of the Cryosphere, 123–156.
  • Raup, Bruce, Andreas Kääb, Jeffrey S Kargel, Michael P Bishop, Gordon Hamilton, Ella Lee, Frank Paul, Frank Rau, Deborah Soltesz, and Siri Jodha Singh Khalsa. 2007. “Remote sensing and GIS technology in the Global Land Ice Measurements from Space (GLIMS) project.” Computers & Geosciences 33 (1):104-125.
  • Raup, Bruce, Adina Racoviteanu, Siri Jodha Singh Khalsa, Christopher Helm, Richard Armstrong, and Yves Arnaud. 2007. “The GLIMS geospatial glacier database: a new tool for studying glacier change.” Global and Planetary Change 56 (1-2):101-110.
  • Robson, Benjamin Aubrey, Tobias Bolch, Shelley MacDonell, Daniel Hölbling, Philipp Rastner, and Nicole Schaffer. 2020. “Automated Detection of Rock Glaciers Using Deep Learning and Object-Based Image Analysis.” Remote Sensing of Environment 250: 112033.
  • Ronneberger, Olaf, Philipp Fischer, and Thomas Brox. 2015. U-net: Convolutional networks for biomedical image segmentation. Paper presented at the International Conference on Medical image computing and computer-assisted intervention.
  • Roy, Abhijit Guha, Nassir Navab, and Christian Wachinger. 2018. Concurrent spatial and channel ‘squeeze & excitation’in fully convolutional networks. Paper presented at the International conference on medical image computing and computer-assisted intervention.
  • Salomonson, Vincent V, and Igor Appel. 2006. “Development of the Aqua MODIS NDSI Fractional Snow Cover Algorithm and Validation Results.” Ieee Transactions on Geoscience and Remote Sensing 44 (7): 1747–1756.
  • Singh, Dhanendra K, Praveen K Thakur, Bhanu Prasad Naithani, and Suvrat Kaushik. 2021. “Quantifying the Sensitivity of Band Ratio Methods for Clean Glacier ice Mapping.” Spatial Information Research 29 (3): 281–295.
  • Sofla, Reza Akbari Dotappeh, Tayeb Alipour-Fard, and Hossein Arefi. 2021. “Road Extraction from Satellite and Aerial Image Using SE-Unet.” Journal of Applied Remote Sensing 15 (1): 014512.
  • Van Zyl, Jakob J. 2001. “The Shuttle Radar Topography Mission (SRTM): A Breakthrough in Remote Sensing of Topography.” Acta Astronautica 48 (5-12): 559–565.
  • Wang, Guang, Yue Liu, Huifang Shen, Shudong Zhou, Jinzhou Liu, Hegao Sun, and Yan Tao. 2020. Glacier Area Monitoring Based on Deep Learning and Multi-sources Data. Paper presented at the International Conference on Computer Engineering and Networks.
  • Wang, Shengjie, Mingjun Zhang, Zhongqin Li, Feiteng Wang, Huilin Li, Yaju Li, and Xiaoyan Huang. 2011. “Glacier Area Variation and Climate Change in the Chinese Tianshan Mountains Since 1960.” Journal of Geographical Sciences 21 (2): 263–273.
  • Xie, Zhiyuan, Umesh K. Haritashya, Vijayan K. Asari, Brennan W. Young, Michael P. Bishop, and Jeffrey S. Kargel. 2020. “GlacierNet: A Deep-Learning Approach for Debris-Covered Glacier Mapping.” IEEE Access 8: 83495–83510.
  • Zemp, Michael, Holger Frey, Isabelle Gärtner-Roer, Samuel U Nussbaumer, Martin Hoelzle, Frank Paul, Wilfried Haeberli, Florian Denzinger, Andreas P Ahlstrøm, and Brian Anderson. 2015. “Historically Unprecedented Global Glacier Decline in the Early 21st Century.” Journal of Glaciology 61 (228): 745–762.
  • Zhang, Enze, Lin Liu, and Lingcao Huang. 2019. “Automatically Delineating the Calving Front of Jakobshavn Isbræ from Multitemporal TerraSAR-X Images: A Deep Learning Approach.” The Cryosphere 13 (6): 1729–1741.
  • Zhang, Enze, Lin Liu, Lingcao Huang, and Ka Shing Ng. 2021. “An Automated, Generalized, Deep-Learning-Based Method for Delineating the Calving Fronts of Greenland Glaciers from Multi-Sensor Remote Sensing Imagery.” Remote Sensing of Environment 254: 112265.
  • Zhang, Liangpei, Lefei Zhang, and Bo Du. 2016. “Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the art.” IEEE Geoscience and Remote Sensing Magazine 4 (2): 22–40.