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- @article{poullis2014tensor,
- title={Tensor-Cuts: A simultaneous multi-type feature extractor and classifier and its application to road extraction from satellite images},
- author={Poullis, Charalambos},
- journal={ISPRS Journal of Photogrammetry and Remote Sensing},
- volume={95},
- pages={93--108},
- year={2014},
- publisher={Elsevier}
- }
- @misc{muruganandham2016semantic,
- title={Semantic Segmentation of Satellite Images using Deep Learning},
- author={Muruganandham, Shivaprakash},
- year={2016}
- }
- @article{saito2016multiple,
- title={Multiple object extraction from aerial imagery with convolutional neural networks},
- author={Saito, Shunta and Yamashita, Takayoshi and Aoki, Yoshimitsu},
- journal={Electronic Imaging},
- volume={2016},
- number={10},
- pages={1--9},
- year={2016},
- publisher={Society for Imaging Science and Technology}
- }
- @inproceedings{long2015fully,
- title={Fully convolutional networks for semantic segmentation},
- author={Long, Jonathan and Shelhamer, Evan and Darrell, Trevor},
- booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
- pages={3431--3440},
- year={2015}
- }
- @inproceedings{noh2015learning,
- title={Learning deconvolution network for semantic segmentation},
- author={Noh, Hyeonwoo and Hong, Seunghoon and Han, Bohyung},
- booktitle={Proceedings of the IEEE International Conference on Computer Vision},
- pages={1520--1528},
- year={2015}
- }
- @article{badrinarayanan2015segnet1,
- title={Segnet: A deep convolutional encoder-decoder architecture for robust semantic pixel-wise labelling},
- author={Badrinarayanan, Vijay and Handa, Ankur and Cipolla, Roberto},
- journal={arXiv preprint arXiv:1505.07293},
- year={2015}
- }
- @phdthesis{mnih2013machine,
- title={Machine learning for aerial image labeling},
- author={Mnih, Volodymyr},
- year={2013},
- school={University of Toronto}
- }
- @article{badrinarayanan2015segnet2,
- title={Segnet: A deep convolutional encoder-decoder architecture for image segmentation},
- author={Badrinarayanan, Vijay and Kendall, Alex and Cipolla, Roberto},
- journal={arXiv preprint arXiv:1511.00561},
- year={2015}
- }
- @inproceedings{volpi2015semantic,
- title={Semantic segmentation of urban scenes by learning local class interactions},
- author={Volpi, Michele and Ferrari, Vittorio},
- booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops},
- pages={1--9},
- year={2015}
- }
- @article{liu2015detection,
- title={Detection guided deconvolutional network for hierarchical feature learning},
- author={Liu, Jing and Liu, Bingyuan and Lu, Hanqing},
- journal={Pattern Recognition},
- volume={48},
- number={8},
- pages={2645--2655},
- year={2015},
- publisher={Elsevier}
- }
- @inproceedings{hong2015decoupled,
- title={Decoupled deep neural network for semi-supervised semantic segmentation},
- author={Hong, Seunghoon and Noh, Hyeonwoo and Han, Bohyung},
- booktitle={Advances in Neural Information Processing Systems},
- pages={1495--1503},
- year={2015}
- }
- @inproceedings{ronneberger2015u,
- title={U-net: Convolutional networks for biomedical image segmentation},
- author={Ronneberger, Olaf and Fischer, Philipp and Brox, Thomas},
- booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
- pages={234--241},
- year={2015},
- organization={Springer}
- }
- @article{andrearczyk2016using,
- title={Using filter banks in convolutional neural networks for texture classification},
- author={Andrearczyk, Vincent and Whelan, Paul F},
- journal={Pattern Recognition Letters},
- volume={84},
- pages={63--69},
- year={2016},
- publisher={Elsevier}
- }
- @article{wang2015road,
- title={Road network extraction: A neural-dynamic framework based on deep learning and a finite state machine},
- author={Wang, Jun and Song, Jingwei and Chen, Mingquan and Yang, Zhi},
- journal={International Journal of Remote Sensing},
- volume={36},
- number={12},
- pages={3144--3169},
- year={2015},
- publisher={Taylor \& Francis}
- }
- @inproceedings{visin2016reseg,
- title={Reseg: A recurrent neural network-based model for semantic segmentation},
- author={Visin, Francesco and Ciccone, Marco and Romero, Adriana and Kastner, Kyle and Cho, Kyunghyun and Bengio, Yoshua and Matteucci, Matteo and Courville, Aaron},
- booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops},
- pages={41--48},
- year={2016}
- }
- @article{liu2016deep,
- title={Deep Learning Markov Random Field for Semantic Segmentation},
- author={Liu, Ziwei and Li, Xiaoxiao and Luo, Ping and Loy, Chen Change and Tang, Xiaoou},
- journal={arXiv preprint arXiv:1606.07230},
- year={2016}
- }
- @article{koltun2011efficient,
- title={Efficient inference in fully connected crfs with gaussian edge potentials},
- author={Koltun, Vladlen},
- journal={Adv. Neural Inf. Process. Syst},
- volume={2},
- number={3},
- pages={4},
- year={2011}
- }
- @article{chen2014semantic,
- title={Semantic image segmentation with deep convolutional nets and fully connected crfs},
- author={Chen, Liang-Chieh and Papandreou, George and Kokkinos, Iasonas and Murphy, Kevin and Yuille, Alan L},
- journal={arXiv preprint arXiv:1412.7062},
- year={2014}
- }
- @article{chen2016deeplab,
- title={Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs},
- author={Chen, Liang-Chieh and Papandreou, George and Kokkinos, Iasonas and Murphy, Kevin and Yuille, Alan L},
- journal={arXiv preprint arXiv:1606.00915},
- year={2016}
- }
- @article{audebert2017segment,
- title={Segment-before-Detect: Vehicle Detection and Classification through Semantic Segmentation of Aerial Images},
- author={Audebert, Nicolas and Saux, Bertrand Le and Lef{\`e}vre, S{\'e}bastien},
- journal={Remote Sensing},
- volume={9},
- number={4},
- pages={368},
- year={2017},
- publisher={Multidisciplinary Digital Publishing Institute}
- }
- @article{clevert2015fast,
- title={Fast and accurate deep network learning by exponential linear units (elus)},
- author={Clevert, Djork-Arn{\'e} and Unterthiner, Thomas and Hochreiter, Sepp},
- journal={arXiv preprint arXiv:1511.07289},
- year={2015}
- }
- @article{simonyan2014very,
- title={Very deep convolutional networks for large-scale image recognition},
- author={Simonyan, Karen and Zisserman, Andrew},
- journal={arXiv preprint arXiv:1409.1556},
- year={2014}
- }
- @article{ioffe2015batch,
- title={Batch normalization: Accelerating deep network training by reducing internal covariate shift},
- author={Ioffe, Sergey and Szegedy, Christian},
- journal={arXiv preprint arXiv:1502.03167},
- year={2015}
- }
- @article{kao2017road,
- title={An Enhanced Deep Convolutional Encoder-Decoder Network for Road Segmentation on Aerial Imagery
- author={Panboonyuen, Teerapong and Vateekul, Peerapon and Jitkajornwanich, Kulsawasd and Lawawirojwong, Siam},
- journal={The 13th International Conference on Computing and Information Technology},
- year={2017}
- }
- @article{kendall2015bayesian,
- title={Bayesian segnet: Model uncertainty in deep convolutional encoder-decoder architectures for scene understanding},
- author={Kendall, Alex and Badrinarayanan, Vijay and Cipolla, Roberto},
- journal={arXiv preprint arXiv:1511.02680},
- year={2015}
- }
- @article{kingma2014adam,
- title={Adam: A method for stochastic optimization},
- author={Kingma, Diederik and Ba, Jimmy},
- journal={arXiv preprint arXiv:1412.6980},
- year={2014}
- }
- @article{gonzalez1977digital,
- title={Digital image processing},
- author={Gonzalez, RS and Wintz, Paul},
- year={2008},
- publisher={Addison-Wesley Publishing Co., Inc., Reading, MA}
- }
- @misc{mcgarigal2008landscape,
- title={Landscape metrics for categorical map patterns},
- author={McGarigal, K},
- year={2008},
- publisher={Amherst, MA: Author}
- }
- @article{huang2009road,
- title={Road centreline extraction from high-resolution imagery based on multiscale structural features and support vector machines},
- author={Huang, Xin and Zhang, Liangpei},
- journal={International Journal of Remote Sensing},
- volume={30},
- number={8},
- pages={1977--1987},
- year={2009},
- publisher={Taylor \& Francis}
- }
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