C. Barnes, E. Shechtman, A. Finkelstein, and D. B. Goldman, Patch- Match: A Randomized Correspondence Algorithm for Structural Image Editing, Proc. SIGGRAPH), p.3, 2009.

F. Belhadj and P. Audibert, Modeling landscapes with ridges and rivers, Proceedings of the 3rd international conference on Computer graphics and interactive techniques in Australasia and South East Asia , GRAPHITE '05, pp.447-450, 2005.
DOI : 10.1145/1101389.1101479

B. Benes and R. Forsbach, Layered data representation for visual simulation of terrain erosion, Proceedings Spring Conference on Computer Graphics, pp.80-85, 2001.
DOI : 10.1109/SCCG.2001.945341

B. Benes, S. K. Václav-t??ínský-horny?, and . Bhatia, Hydraulic erosion, Computer Animation and Virtual Worlds, vol.21, issue.2, pp.99-108, 2006.
DOI : 10.1002/cav.77

N. Chiba, K. Muraoka, and K. Fujita, An erosion model based on velocity fields for the visual simulation of mountain scenery, The Journal of Visualization and Computer Animation, vol.9, issue.4, pp.185-194, 1998.
DOI : 10.1002/(SICI)1099-1778(1998100)9:4<185::AID-VIS178>3.0.CO;2-2

G. Cordonnier, J. Braun, M. Cani, and B. Benes, Large Scale Terrain Generation from Tectonic Uplift and Fluvial Erosion, Computer Graphics Forum, vol.13, issue.4, pp.165-175, 2016.
DOI : 10.1109/TVCG.2007.1027
URL : https://hal.archives-ouvertes.fr/hal-01262376

G. Cordonnier, M. Cani, B. Benes, J. Braun, and E. Galin, Sculpting Mountains: Interactive Terrain Modeling Based on Subsurface Geology, IEEE Transactions on Visualization and Computer Graphics, pp.99-100, 2017.
DOI : 10.1109/TVCG.2017.2689022
URL : https://hal.archives-ouvertes.fr/hal-01517343

G. Cordonnier, E. Galin, J. Gain, B. Benes, E. Guérin et al., Authoring landscapes by combining ecosystem and terrain erosion simulation, ACM Transactions on Graphics, vol.36, issue.4, 2017.
DOI : 10.1046/j.1365-2486.2003.00569.x
URL : https://hal.archives-ouvertes.fr/hal-01518967

E. Derzapf, B. Ganster, M. Guthe, and R. Klein, River Networks for Instant Procedural Planets, Computer Graphics Forum, vol.13, issue.4, pp.2031-2040, 2011.
DOI : 10.1109/TVCG.2007.1027
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.221.4127

A. Dosovitskiy, J. T. Springenberg, and T. Brox, Learning to generate chairs with convolutional neural networks, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015.
DOI : 10.1109/CVPR.2015.7298761
URL : http://lmb.informatik.uni-freiburg.de/Publications/2014/DB14a/Generate_Chairs_arxiv.pdf

A. Fournier, D. Fussell, and L. Carpenter, Computer rendering of stochastic models, Communications of the ACM, vol.25, issue.6, pp.371-384, 1982.
DOI : 10.1145/358523.358553

J. Gain, P. Marais, and W. Strasser, Terrain sketching, Proceedings of the 2009 symposium on Interactive 3D graphics and games, I3D '09, pp.31-38, 2009.
DOI : 10.1145/1507149.1507155

J. E. Gain, B. Merry, and P. Marais, Parallel, Realistic and Controllable Terrain Synthesis, Computer Graphics Forum, vol.13, issue.4, pp.105-116, 2015.
DOI : 10.1109/TVCG.2007.1027
URL : https://open.uct.ac.za/bitstream/11427/21248/6/Gain%20et%20al%202015.pdf

L. A. Gatys, A. S. Ecker, and M. Bethge, Texture synthesis and the controlled generation of natural stimuli using convolutional neural networks, p.7376, 2015.

J. Génevaux, E. Galin, and E. Guérin, Terrain generation using procedural models based on hydrology, ACM Transactions on Graphics, vol.32, issue.4, pp.1-14313, 2013.
DOI : 10.1145/2461912.2461996

. Fig, The canyon was authored by a novice user in less than two minutes. The riverbed was carved using river primitives

J. Génevaux, E. Galin, A. Peytavie, E. Guérin, C. Briquet et al., Terrain Modelling from Feature Primitives, Computer Graphics Forum, vol.13, issue.4, pp.198-210, 2015.
DOI : 10.1109/TVCG.2007.1027

I. J. Goodfellow, J. Pouget-abadie, M. Mirza, B. Xu, D. Warde-farley et al., Generative Adversarial Nets, Proc. Annual Conference on Neural Information Processing Systems (NIPS), pp.2014-2672, 2014.

K. Gregor, I. Danihelka, A. Graves, and D. Wierstra, DRAW: A Recurrent Neural Network For Image Generation, ICML, 2015.

E. Guérin, J. Digne, E. Galin, and A. Peytavie, Sparse representation of terrains for procedural modeling, Proceedings of Eurographics), pp.177-187, 2016.
DOI : 10.1109/TVCG.2007.1027

H. Hnaidi, E. Guérin, S. Akkouche, A. Peytavie, and E. Galin, Feature based terrain generation using diffusion equation, Computer Graphics Forum, vol.13, issue.4, pp.2179-2186, 2010.
DOI : 10.1145/1360612.1360691
URL : https://hal.archives-ouvertes.fr/hal-01381590

H. Huang, E. Kalogerakis, E. Yumer, and R. Mech, Shape Synthesis from Sketches via Procedural Models and Convolutional Networks, IEEE Transactions on Visualization and Computer Graphics, vol.23, issue.8, pp.99-100, 2016.
DOI : 10.1109/TVCG.2016.2597830

S. Ioï¿¿e and C. Szegedy, Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift, 2015.

P. Isola, J. Zhu, T. Zhou, and A. A. Efros, Image-to-Image Translation with Conditional Adversarial Networks, arxiv, 2016.

J. Johnson, A. Alahi, and L. Fei-fei, Perceptual Losses for Real-Time Style Transfer and Super-Resolution, pp.694-711, 2016.
DOI : 10.1007/978-3-642-27413-8_47
URL : http://arxiv.org/pdf/1603.08155

A. Kelley, M. Malin, and G. Nielson, Terrain simulation using a model of stream erosion, Proceedings of SIGGRAPH, pp.263-268, 1988.

P. Diederik, J. L. Kingma, and . Ba, Adam: A Method for Stochastic Optimization, 2015.

P. Diederik, M. Kingma, and . Welling, Auto-encoding variational bayes, ICLR, 2014.

P. Kri?tof, B. Benes, J. K?ivánek, and O. ??ava, Hydraulic Erosion Using Smoothed Particle Hydrodynamics, Proceedings of Eurographics), pp.219-228, 2009.
DOI : 10.1093/mnras/181.3.375

A. Krizhevsky, I. Sutskever, and G. E. Hinton, ImageNet Classiï¿¿cation with Deep Convolutional Neural Networks, Advances in Neural Information Processing Systems 25, pp.1097-1105, 2012.
DOI : 10.1145/3065386
URL : http://dl.acm.org/ft_gateway.cfm?id=3065386&type=pdf

V. Kwatra, A. Schödl, I. Essa, G. Turk, and A. Bobick, Graphcut textures, ACM Transactions on Graphics, vol.22, issue.3, pp.277-286, 2003.
DOI : 10.1145/882262.882264

C. Li and M. Wand, Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks, pp.702-716, 2016.
DOI : 10.1007/978-3-319-10590-1_53
URL : http://arxiv.org/pdf/1604.04382

E. Mansimov, E. Parisotto, J. L. Ba, and R. Salakhutdinov, Generating Images from Captions with Attention, ICLR, 2016.

M. Mathieu, C. Couprie, and Y. Lecun, Deep multi-scale video prediction beyond mean square error, ICLR, 2016.

X. Mei, P. Decaudin, and B. Hu, Fast Hydraulic Erosion Simulation and Visualization on GPU, 15th Pacific Conference on Computer Graphics and Applications (PG'07), pp.47-56, 2007.
DOI : 10.1109/PG.2007.15
URL : https://hal.archives-ouvertes.fr/inria-00402079

M. Mirza and S. Osindero, Conditional Generative Adversarial Nets, p.1784, 2014.

K. Forest, C. E. Musgrave, R. S. Kolb, and . Mace, The synthesis and rendering of eroded fractal terrains, Proceedings of SIGGRAPH, pp.41-50, 1989.

K. Nagashima, Computer generation of eroded valley and mountain terrains, The Visual Computer, vol.13, issue.9-10, pp.456-464, 1998.
DOI : 10.1007/s003710050117

M. Natali, E. M. Lidal, J. Parulek, I. Viola, and D. Patel, Modeling Terrains and Subsurface Geology, EuroGraphics 2013 State of the Art Reports, pp.155-173, 2013.

G. Nishida, I. Garcia-dorado, D. G. Aliaga, B. Benes, and A. Bousseau, Interactive sketching of urban procedural models, ACM Transactions on Graphics, vol.35, issue.4, pp.1-13011, 2016.
DOI : 10.1145/383259.383292
URL : https://hal.archives-ouvertes.fr/hal-01378388

O. John, D. Callaghan, and . Mark, The extraction of drainage networks from digital elevation data, Comput. Vis. Graph. Image Process, vol.28, pp.3-323, 1984.

D. Pathak, P. Krähenbühl, J. Donahue, T. Darrell, and A. Efros, Context Encoders: Feature Learning by Inpainting, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.
DOI : 10.1109/CVPR.2016.278
URL : http://arxiv.org/pdf/1604.07379

A. Peytavie, E. Galin, S. Merillou, and J. Grosjean, Arches: a Framework for Modeling Complex Terrains, Proceedings of Eurographics), pp.457-467, 2009.
DOI : 10.1111/j.1467-8659.2009.01385.x
URL : https://hal.archives-ouvertes.fr/hal-01250530

P. Prusinkiewicz and M. Hammel, A fractal model of mountains with rivers, Graphics Interface, pp.174-180, 1993.

O. Ronneberger, P. Fischer, and T. Brox, U-Net: Convolutional Networks for Biomedical Image Segmentation, pp.234-241, 2015.
DOI : 10.1007/978-3-319-24574-4_28
URL : http://arxiv.org/pdf/1505.04597

R. Rubinstein, A. M. Bruckstein, and M. Elad, Dictionaries for Sparse Representation Modeling, Proc. IEEE 98, pp.1045-1057, 2010.
DOI : 10.1109/JPROC.2010.2040551
URL : https://hal.archives-ouvertes.fr/inria-00565811

R. M. Smelik, T. Tutenel, R. Bidarra, and B. Benes, A Survey on Procedural Modelling for Virtual Worlds, Computer Graphics Forum, vol.32, issue.4, pp.31-50, 2014.
DOI : 10.1145/2461912.2461923

G. David, R. L. Tarboton, I. Bras, and . Rodriguez-iturbe, On Extraction of Channel Networks From Digital Elevation Data, Hydrological Processes, vol.5, issue.3, pp.81-100, 1991.

F. Ponjou-tasse, A. Emilien, M. Cani, S. Hahmann, and A. Bernhardt, First Person Sketch-based Terrain Editing, Proceedings of Graphics Interface, pp.217-224, 2014.
URL : https://hal.archives-ouvertes.fr/hal-00976689

F. Ponjou-tasse, J. Gain, and P. Marais, Enhanced Texture-Based Terrain Synthesis on Graphics Hardware, Computer Graphics Forum, vol.99, issue.6, pp.1959-1972, 2012.
DOI : 10.1109/TVCG.2007.1027

D. Ulyanov, V. Lebedev, A. Vedaldi, and V. S. Lempitsky, Texture Networks: Feed-forward Synthesis of Textures and Stylized Images, 2016.

J. Vanek, B. Benes, A. Herout, and O. ??ava, Large-Scale Physics-Based Terrain Editing Using Adaptive Tiles on the GPU, IEEE Computer Graphics and Applications, vol.31, issue.6, pp.35-44, 2011.
DOI : 10.1109/MCG.2011.66
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.221.987

O. ??ava, B. Benes, M. Brisbin, and J. K?ivánek, Interactive Terrain Modeling Using Hydraulic Erosion, ACM Siggraph / Eurographics Symposium on Computer Animation, pp.201-210, 2008.

L. Xu, J. Ren, Q. Yan, R. Liao, and J. Jia, Deep Edge-Aware Filters, Proceedings of the 32nd International Conference on Machine Learning (Proceedings of Machine Learning Research), pp.1669-1678, 2015.

H. Zhou, J. Sun, G. Turk, and J. M. Rehg, Terrain Synthesis from Digital Elevation Models, IEEE Transactions on Visualization and Computer Graphics, vol.13, issue.4, pp.834-848, 2007.
DOI : 10.1109/TVCG.2007.1027
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.89.4598

J. Zhu, P. Krähenbühl, E. Shechtman, and A. A. Efros, Generative Visual Manipulation on the Natural Image Manifold, Proceedings of European Conference on Computer Vision (ECCV), 2016.
DOI : 10.1109/CVPR.2013.299
URL : http://arxiv.org/pdf/1609.03552