Laser & Optoelectronics Progress, Volume. 56, Issue 7, 072801(2019)

Tree Species Classification and Mapping Based on Deep Transfer Learning with Unmanned Aerial Vehicle High Resolution Images

Wenxiu Teng1,2, Xiaorong Wen1,2、*, Ni Wang3,4, and Huihui Shi3
Author Affiliations
  • 1 Co-Innovation Center for the Sustainable Forestry in Southern China, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
  • 2 College of Forest, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
  • 3 School of Geographic Information and Tourism, Chuzhou University, Chuzhou, Anhui 239000, China
  • 4 Anhui Engineering Laboratory of Geographical Information Intelligent Sensor and Service, Chuzhou, Anhui 239000, China
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    References(24)

    [3] Dale V H, Joyce L A. McNulty S, et al. Climate change and forest disturbances[J]. BioScience, 51, 723-734(2001).

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    [16] Deng J, Dong W, Socher R et al. ImageNet: a large-scale hierarchical image database. [C]∥IEEE Computer Vision and Pattern Recognition, 248-255(2009).

    [18] Li L, Shu N. Object-oriented classification of high-resolution remote sensing image using structural feature. [C]∥International Congress on Image and Signal Processing, 2212-2215(2010).

    [21] Yosinski J, Clune J, Bengio Y et al. How transferable are features in deep neural networks?. [C]∥International Conference on Neural Information Processing Systems, 3320-3328(2014).

    [22] Kornblith S, Shlens J[J]. Le Q V. Do better imagenet models transfer better?. arXiv, 08974, 2018(1805).

    [24] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks. [C]∥International Conference on Neural Information Processing Systems, 1097-1105(2012).

    CLP Journals

    [1] Wenxiu Teng, Ni Wang, Taisheng Chen, Benlin Wang, Menglin Chen, Huihui Shi. Deep Adversarial Domain Adaptation Method for Cross-Domain Classification in High-Resolution Remote Sensing Images[J]. Laser & Optoelectronics Progress, 2019, 56(11): 112801

    [2] Wenxiu Teng, Ni Wang, Taisheng Chen, Benlin Wang, Menglin Chen, Huihui Shi. Deep Adversarial Domain Adaptation Method for Cross-Domain Classification in High-Resolution Remote Sensing Images[J]. Laser & Optoelectronics Progress, 2019, 56(11): 112801

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    Wenxiu Teng, Xiaorong Wen, Ni Wang, Huihui Shi. Tree Species Classification and Mapping Based on Deep Transfer Learning with Unmanned Aerial Vehicle High Resolution Images[J]. Laser & Optoelectronics Progress, 2019, 56(7): 072801

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Oct. 8, 2018

    Accepted: Oct. 22, 2018

    Published Online: Jul. 30, 2019

    The Author Email: Wen Xiaorong (wenxiu_teng@163.com)

    DOI:10.3788/LOP56.072801

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