Evaluating the generalization ability of convolutional neural networks for built-up area extraction in different cities of China

Tao ZHANG; Hong TANG

doi:10.1007/s11801-020-9032-2

[1] XH Chen, X Cao, AP Liao, LJ Chen, S Peng, M Lu, J Chen, WW Zhang, HW Zhang, G Han, H Wu and R Li, Science China Earth Sciences 59, 2295 (2016).

[2] Y Zha, J Gao and S Ni, International Journal of Remote Sensing 24, 583 (2003).

[3] H Xu, International Journal of Remote Sensing 29, 4269 (2008).

[4] M Pesaresi, A Gerhardinger and F Kayitakire, IEEE Journal of Selected Topics in Applied Earth Observations & Remote Sensing 1, 180 (2009).

[5] D Chaudhuri, NK Kushwaha, A. SamalR and C. Agarwal, IEEE Journal of Selected Topics in Applied Earth Observations & Remote Sensing 9, 1767 (2016).

[6] X Jin and CH Davis,??EURASIP Journal on Advances in Signal Processing, 2196 (2005).

[7] M Pesaresi, H Guo, X Blaes, D Ehrlich and S Ferri, IEEE Journal of Selected Topics in Applied Earth Observations & Remote Sensing 6, 2102 (2013).

[8] G Ran, MF Stuhlmacher, B Tellman, N Clinton, G Hanson, M Georgescu, C Wang, F S-Candela, A K. Khandelwal, W H Cheng and R Balling, Remote Sensing of Environment 205, 253 (2018).

[9] J Yang, Q Meng, Q Huang and Z H Sun, A New Method of Building Extraction from High Resolution Remote Sensing Images based on NSCT and PCNN, International Conference on Agro-geoinformatics, 1 (2016).

[10] A Krizhevsky, I Sutskever and GE Hinton, ImageNet Classification with Deep Convolutional Neural Networks, International Conference on Neural Information Processing Systems 60, 1097 (2012).

[11] K Simonyan and A Zisserman, Very Deep Convolutional Networks for Large-Scale Image Recognition, Computer Science, 2014.

[12] C. Szegedy, W Liu, Y Q Jia, P Sermanet, S Reed, D Anguelov, D Erhan, V Vanhoucke and A Rabinovich, Going Deeper with Convolutions, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Boston, MA, USA, 2015.

[13] K. He, X. Zhang, S. Ren and J. Sun, Deep Residual Learning for Image Recognition, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, United States, 770 (2016).

[14] M Castelluccio, G Poggi, C Sansone and L Verdoliva, Acta Ecologica Sinica 28, 627 (2015).

[15] M Vakalopoulou, K Karantzalos, N Komodakis and N Paragios, Geoscience & Remote Sensing Symposium 50, 1873 (2015).

[16] Z M Huang, G L Cheng, H Z Wang, H C Li, L M Shi and C H Pan, Building Extraction from Multi-source Remote Sensing Images via Deep Deconvolution Neural Networks, IEEE International Geoscience and Remote Sensing Symposium, 1835 (2016).

[17] K Makantasis, K Karantzalos, A Doulamis and K Loupos, Deep Learning-Based Man-Made Object Detection from Hyperspectral Data, International Symposium on Visual Computing, 2015.

[18] W Wan, S Mabu, K Shimada, K Hirasawa and J L Hu, Applied Soft Computing 9, 404 (2009).

[19] Pan X, Luo P, Shi J and Tang X, Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net, Computer Vision, Lecture Notes in Computer Science, vol 11208, Springer, Cham, 2018.

[20] N Gorelick, M Hancher, M Dixon, S Ilyushchenko, D Thau and R Moore, Remote Sensing of Environment, 202 (2017).

[21] P Martino, E Daniele, F Stefano, F Aneta, C Freire, H Stamatia, S Pierre and S Vasileios, Operating Procedure for the Production of the Global Human Settlement Layer from Landsat Data of the Epochs 1975, 1990, 2000, and 2014, JRC Technical Report EUR 27741 EN; doi:10.2788/253582 (online).

[22] X P Liu, G H Hu, B Ai, X Li and Q Shi, Remote Sensing 7, 17168 (2015).

[23] N Yang, H Tang, H Q Sun and X Yang, IEEE Geoscience and Remote Sensing Letters 5, 257 (2018).

[24] T Zhang and H Tang, Remote Sensing 11, 2 (2019).

[25] T Zhang and H Tang, Built-Up Area Extraction from Landsat 8 Images Using Convolutional Neural Networks with Massive Automatically Selected Samples, Chinese Conference on Pattern Recognition and Computer Vision, (PRCV), Springer, Cham, 2018.

[26] X P Liu, G H Hu, Y M Chen, X Li, X C Xu, S Y Li, F S Pei and S J Wang, Remote Sensing of Environment 209, 227 (2018).

[27] J Chen, J Chen, A P Liao, X Cao, X H Chen, C Y He, G Han, S Peng, M Lu, W W Zhang, X H Tong and J Mills, Isprs Journal of Photogrammetry & Remote Sensing 103, 7 (2015).