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This paper describes an algorithm for classification of roof materials using aerial photographs.
Simultaneous linear estimation of multiple view geometry and lens distortion
Andrew W Fitzgibbon · 2001
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Best practices for convolutional neural networks applied to visual document analysis
Patrice Y Simard, David Steinkraus, John C Platt, et al · 2003
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Imagenet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei · 2009
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Xgboost: A scalable tree boosting system
Tianqi Chen and Carlos Guestrin · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Densely connected convolutional networks
Gao Huang, Zhuang Liu, Laurens Van Der Maaten, and Kilian Q Weinberger · 2017
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Lightgbm: A highly efficient gradient boosting decision tree
Guolin Ke, Qi Meng, Thomas Finley, Taifeng Wang, Wei Chen, Weidong Ma, Qiwei Ye, and Tie-Yan Liu · 2017
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Deep convolutional neural networks for image classification: A comprehensive review
Wang Z. Rawat W · 2017
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Automatic segmentation of satellite images based on modified convolutional neural network unet (in russian)
Kustov A. G. Soloviev R. A., Telpukhov D. V · 2017
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Inception-v4, inception-resnet and the impact of residual connections on learning
Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, and Alexander A Alemi · 2017
Cited alongside, same era.
Data augmentation for recognition of handwritten words and lines using a cnn-lstm network
Curtis Wigington, Seth Stewart, Brian Davis, Bill Barrett, Brian Price, and Scott Cohen · 2017
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Convolutional neural networks for hyperspectral image classification
Xu C. Yu S., Jia S · 2017
Cited alongside, same era.
Fully convolutional network for automatic road extraction from satellite imagery
Alexander Buslaev, Selim S Seferbekov, Vladimir Iglovikov, and Alexey Shvets · 2018
Cited alongside, same era.
Squeeze-and-excitation networks
Jie Hu, Li Shen, and Gang Sun · 2018
Cited alongside, same era.
Ternausnetv2: Fully convolutional network for instance segmentation
Feature pyramid network for multi-class land segmentation
Selim S Seferbekov, Vladimir Iglovikov, Alexander Buslaev, and Alexey Shvets · 2018
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Building better before the next disaster: How retrofitting homes can save lives and strengthen economies
Worldbank · 2018
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Automatic identification of center pivot irrigation systems from landsat images using convolutional neural networks
Chenxiao Zhang, Peng Yue, Liping Di, and Zhaoyan Wu · 2018
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How to use out-of-fold predictions in machine learning
Jason Brownlee · 2019
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Open ai caribbean challenge: Mapping disaster risk from aerial imagery
Drivendata · 2019
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Study of fault tolerance methods for hardware implementations of convolutional neural networks
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Vladimir Iglovikov, Selim S Seferbekov, Alexander Buslaev, and Alexey Shvets · 2018
Cited alongside, same era.
Catboost: unbiased boosting with categorical features
Liudmila Prokhorenkova, Gleb Gusev, Aleksandr Vorobev, Anna Veronika Dorogush, and Andrey Gulin · 2018
Cited alongside, same era.
Mobilenetv2: Inverted residuals and linear bottlenecks
Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, and Liang-Chieh Chen · 2018
Cited alongside, same era.
Telpukhov D. V. Solovyev R. A., Stempkovsky A. L · 2019
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Efficientnet: Rethinking model scaling for convolutional neural networks
Mingxing Tan and Quoc V Le · 2019
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Code for drivendata open ai caribbean challenge. 2nd place solution
ZFTurbo · 2020
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