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Published in: Multimedia Systems 3/2019

03-11-2018 | Regular Paper

Interactive synthesis and visualization of self-organizing trees for large-scale forest succession simulation

Authors: Štefan Kohek, Damjan Strnad, Borut Žalik, Simon Kolmanič

Published in: Multimedia Systems | Issue 3/2019

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Abstract

Realistic and interactive visualization of individual trees is a desirable functionality in numerous applications for landscape planning, ecosystem simulations, and forest management. However, achieving a persuasive visualization of extensive forests while maintaining an interactive experience remains a challenge. This paper introduces a new framework for a convincing and interactive visualization of large-scale forests originating from forest growth simulation. First, the GPU-based self-organizing tree synthesis algorithm is adapted to produce detailed tree models on-the-fly with the desired level of detail and at interactive rates. Next, the algorithm is enhanced to generate tree models corresponding to the forest simulation results and local growth conditions. Finally, a forest succession model, based on single trees, is linked to the tree synthesis algorithm, to produce detailed tree models that concur with the results of forest simulation. The results demonstrate that the generated trees follow predicted height from forest simulation, are adapted to their neighbors properly, and retain the typical form of the corresponding species. A decimation technique, integrated directly into tree geometry construction, lowers memory requirements for interactive visualization of forests containing thousands of trees. Finally, a combination of the GPU-based tree synthesis and load balancing enables interactive tree synthesis in-between individual frames.

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Literature
1.
go back to reference Pretzsch, H., Grote, R., Reineking, B., Rötzer, T., et al.: Models for forest ecosystem management: a European perspective. Ann. Bot. 101(8), 1065–1087 (2008)CrossRef Pretzsch, H., Grote, R., Reineking, B., Rötzer, T., et al.: Models for forest ecosystem management: a European perspective. Ann. Bot. 101(8), 1065–1087 (2008)CrossRef
2.
go back to reference Lewis, J.L., Sheppard, S.R.: Culture and communication: can landscape visualization improve forest management consultation with indigenous communities? Landsc. Urban Plan. 77(3), 291–313 (2006)CrossRef Lewis, J.L., Sheppard, S.R.: Culture and communication: can landscape visualization improve forest management consultation with indigenous communities? Landsc. Urban Plan. 77(3), 291–313 (2006)CrossRef
3.
go back to reference Beneš, B., Massih, M.A., Jarvis, P., Aliaga, D.G., Vanegas, C.A.: Urban ecosystem design. In: Symposium on Interactive 3D Graphics and Games, I3D ’11, pp. 167–174. ACM, New York (2011) Beneš, B., Massih, M.A., Jarvis, P., Aliaga, D.G., Vanegas, C.A.: Urban ecosystem design. In: Symposium on Interactive 3D Graphics and Games, I3D ’11, pp. 167–174. ACM, New York (2011)
4.
go back to reference Reeves, W.T., Blau, R.: Approximate and probabilistic algorithms for shading and rendering structured particle systems. SIGGRAPH Comput. Graph. 19(3), 313–322 (1985)CrossRef Reeves, W.T., Blau, R.: Approximate and probabilistic algorithms for shading and rendering structured particle systems. SIGGRAPH Comput. Graph. 19(3), 313–322 (1985)CrossRef
5.
go back to reference Favorskaya, M.N., Jain, L.C.: Modelling of Forest Ecosystems. In: Favorskaya, M.N., Jain, L.C. (eds.) Handbook on advances in remote sensing and geographic information systems: paradigms and applications in forest landscape modeling, pp. 397–415. Springer International Publishing, Cham (2017)CrossRef Favorskaya, M.N., Jain, L.C.: Modelling of Forest Ecosystems. In: Favorskaya, M.N., Jain, L.C. (eds.) Handbook on advances in remote sensing and geographic information systems: paradigms and applications in forest landscape modeling, pp. 397–415. Springer International Publishing, Cham (2017)CrossRef
6.
go back to reference Meitner, M.J., Sheppard, S.R., Cavens, D., Gandy, R., Picard, P., Harshaw, H., Harrison, D.: The multiple roles of environmental data visualization in evaluating alternative forest management strategies. Comput. Electron. Agric. 49(1), 192–205 (2005)CrossRef Meitner, M.J., Sheppard, S.R., Cavens, D., Gandy, R., Picard, P., Harshaw, H., Harrison, D.: The multiple roles of environmental data visualization in evaluating alternative forest management strategies. Comput. Electron. Agric. 49(1), 192–205 (2005)CrossRef
7.
go back to reference Fabrika, M., Valent, P., Scheer, Ľ.: Thinning trainer based on forest-growth model, virtual reality and computer-aided virtual environment. Environ. Model. Softw. 100, 11–23 (2018)CrossRef Fabrika, M., Valent, P., Scheer, Ľ.: Thinning trainer based on forest-growth model, virtual reality and computer-aided virtual environment. Environ. Model. Softw. 100, 11–23 (2018)CrossRef
8.
go back to reference Kolmanič, S., Guid, N., Diaci, J.: ForestMAS—a single tree based secondary succession model employing Ellenberg indicator values. Ecol. Model. 279, 100–113 (2014)CrossRef Kolmanič, S., Guid, N., Diaci, J.: ForestMAS—a single tree based secondary succession model employing Ellenberg indicator values. Ecol. Model. 279, 100–113 (2014)CrossRef
9.
go back to reference Kohek, Š., Strnad, D.: Interactive synthesis of self-organizing tree models on the GPU. Computing 97(2), 145–169 (2015)MathSciNetCrossRef Kohek, Š., Strnad, D.: Interactive synthesis of self-organizing tree models on the GPU. Computing 97(2), 145–169 (2015)MathSciNetCrossRef
10.
go back to reference Cordeiro, C.S., Chaimowicz, L.: Predictive lazy amplification: synthesis and rendering of massive procedural scenes in real time. In: 23rd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2010, pp. 263–270, IEEE, Gramado (2010)CrossRef Cordeiro, C.S., Chaimowicz, L.: Predictive lazy amplification: synthesis and rendering of massive procedural scenes in real time. In: 23rd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2010, pp. 263–270, IEEE, Gramado (2010)CrossRef
11.
go back to reference Bugmann, H.: A review of forest gap models. Clim. Change 51(3–4), 259–305 (2001)CrossRef Bugmann, H.: A review of forest gap models. Clim. Change 51(3–4), 259–305 (2001)CrossRef
12.
go back to reference Larocque, G.R., Shugart, H.H., Xi, W., Holm, J.A.: Forest succession models. In: Larocque, G.R. (ed.) Ecological Forest Management Handbook. CRC Press, Boca Raton (2016)CrossRef Larocque, G.R., Shugart, H.H., Xi, W., Holm, J.A.: Forest succession models. In: Larocque, G.R. (ed.) Ecological Forest Management Handbook. CRC Press, Boca Raton (2016)CrossRef
13.
go back to reference Bugmann, H.K.: A simplified forest model to study species composition along climate gradients. Ecology 77(7), 2055–2074 (1996)CrossRef Bugmann, H.K.: A simplified forest model to study species composition along climate gradients. Ecology 77(7), 2055–2074 (1996)CrossRef
14.
go back to reference Pretzsch, H., Biber, P., Durskỳ, J.: The single tree-based stand simulator SILVA: construction, application and evaluation. For. Ecol. Manag. 162(1), 3–21 (2002)CrossRef Pretzsch, H., Biber, P., Durskỳ, J.: The single tree-based stand simulator SILVA: construction, application and evaluation. For. Ecol. Manag. 162(1), 3–21 (2002)CrossRef
15.
go back to reference Nagel, J., Schmidt, M.: The silvicultural decision support system BWINPro. In: Hasenauer, H. (ed.) Sustainable Forest Management: Growth Models for Europe, pp. 59–63. Springer, Berlin (2006)CrossRef Nagel, J., Schmidt, M.: The silvicultural decision support system BWINPro. In: Hasenauer, H. (ed.) Sustainable Forest Management: Growth Models for Europe, pp. 59–63. Springer, Berlin (2006)CrossRef
16.
go back to reference Fabrika, M., Durskỳ, J.: Algorithms and software solution of thinning models for SIBYLA growth simulator. J. For. Sci. 51(10), 431–445 (2005)CrossRef Fabrika, M., Durskỳ, J.: Algorithms and software solution of thinning models for SIBYLA growth simulator. J. For. Sci. 51(10), 431–445 (2005)CrossRef
17.
go back to reference Ellenberg, H., Weber, H.E., Düll, R., Wirth, V., Werner, W., Paulissen, D.: Zeigerwerte von Pflanzen in Mitteleuropa. Scripta Geobotanica, vol. 18, pp. 1–248 (1992) Ellenberg, H., Weber, H.E., Düll, R., Wirth, V., Werner, W., Paulissen, D.: Zeigerwerte von Pflanzen in Mitteleuropa. Scripta Geobotanica, vol. 18, pp. 1–248 (1992)
18.
go back to reference Perttunen, J., Sievänen, R., Nikinmaa, E.: LIGNUM: a model combining the structure and the functioning of trees. Ecol. Model. 108(1), 189–198 (1998)CrossRef Perttunen, J., Sievänen, R., Nikinmaa, E.: LIGNUM: a model combining the structure and the functioning of trees. Ecol. Model. 108(1), 189–198 (1998)CrossRef
19.
go back to reference Pretzsch, H.: Forest Dynamics, Growth and Yield: From Measurement to Model. Springer, Berlin (2009)CrossRef Pretzsch, H.: Forest Dynamics, Growth and Yield: From Measurement to Model. Springer, Berlin (2009)CrossRef
20.
go back to reference Smelik, R.M., Tutenel, T., Bidarra, R., Benes, B.: A survey on procedural modelling for virtual worlds. Comput. Graph. Forum 33(6), 31–50 (2014)CrossRef Smelik, R.M., Tutenel, T., Bidarra, R., Benes, B.: A survey on procedural modelling for virtual worlds. Comput. Graph. Forum 33(6), 31–50 (2014)CrossRef
21.
go back to reference Bao, G., Li, H., Zhang, X., Dong, W.: Large-scale forest rendering: real-time, realistic, and progressive. Comput. Graph. 36(3), 140–151 (2012)CrossRef Bao, G., Li, H., Zhang, X., Dong, W.: Large-scale forest rendering: real-time, realistic, and progressive. Comput. Graph. 36(3), 140–151 (2012)CrossRef
22.
go back to reference Deussen, O., Colditz, C., Stamminger, M., Drettakis, G.: Interactive visualization of complex plant ecosystems. In: IEEE Visualization 2002, pp. 219–226. IEEE, Boston (2002) Deussen, O., Colditz, C., Stamminger, M., Drettakis, G.: Interactive visualization of complex plant ecosystems. In: IEEE Visualization 2002, pp. 219–226. IEEE, Boston (2002)
23.
go back to reference Cook, R.L., Halstead, J., Planck, M., Ryu, D.: Stochastic simplification of aggregate detail. ACM Trans. Graph. 26(3), 79:1–79:8 (2007)CrossRef Cook, R.L., Halstead, J., Planck, M., Ryu, D.: Stochastic simplification of aggregate detail. ACM Trans. Graph. 26(3), 79:1–79:8 (2007)CrossRef
24.
go back to reference Neubert, B., Pirk, S., Deussen, O., Dachsbacher, C.: Improved model- and view-dependent pruning of large botanical scenes. Comput. Graph. Forum 30(6), 1708–1718 (2011)CrossRef Neubert, B., Pirk, S., Deussen, O., Dachsbacher, C.: Improved model- and view-dependent pruning of large botanical scenes. Comput. Graph. Forum 30(6), 1708–1718 (2011)CrossRef
25.
go back to reference Gumbau, J., Chover, M., Remolar, I., Rebollo, C.: View-dependent pruning for real-time rendering of trees. Comput. Graph. 35(2), 364–374 (2011)CrossRef Gumbau, J., Chover, M., Remolar, I., Rebollo, C.: View-dependent pruning for real-time rendering of trees. Comput. Graph. 35(2), 364–374 (2011)CrossRef
26.
go back to reference Deussen, O., Hanrahan, P., Lintermann, B., Měch, R., Pharr, M., Prusinkiewicz, P.: Realistic modeling and rendering of plant ecosystems. In: Proceedings of the 25th Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’98, pp. 275–286. ACM, New York (1998) Deussen, O., Hanrahan, P., Lintermann, B., Měch, R., Pharr, M., Prusinkiewicz, P.: Realistic modeling and rendering of plant ecosystems. In: Proceedings of the 25th Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’98, pp. 275–286. ACM, New York (1998)
27.
go back to reference Beneš, J., Kelly, T., Děchěrenko, F., Křivánek, J., Müller, P.: On realism of architectural procedural models. Comput. Graph. Forum 36(2), 225–234 (2017)CrossRef Beneš, J., Kelly, T., Děchěrenko, F., Křivánek, J., Müller, P.: On realism of architectural procedural models. Comput. Graph. Forum 36(2), 225–234 (2017)CrossRef
28.
go back to reference Purvis, A., Sundstedt, V.: Perception of clones in forest rendering. In: Theory and Practice of Computer Graphics (TPCG), pp. 107–114. The Eurographics Association, Sheffield (2010) Purvis, A., Sundstedt, V.: Perception of clones in forest rendering. In: Theory and Practice of Computer Graphics (TPCG), pp. 107–114. The Eurographics Association, Sheffield (2010)
29.
go back to reference Stoltman, A., Radeloff, V., Mladenoff, D.: Forest visualization for management and planning in Wisconsin. J. For. 102(4), 7–13 (2004) Stoltman, A., Radeloff, V., Mladenoff, D.: Forest visualization for management and planning in Wisconsin. J. For. 102(4), 7–13 (2004)
30.
go back to reference Falcao, A.O., dos Santos, M.P., Borges, J.G.: A real-time visualization tool for forest ecosystem management decision support. Comput. Electron. Agric. 53(1), 3–12 (2006)CrossRef Falcao, A.O., dos Santos, M.P., Borges, J.G.: A real-time visualization tool for forest ecosystem management decision support. Comput. Electron. Agric. 53(1), 3–12 (2006)CrossRef
31.
go back to reference Dong, T., Liu, S., Xia, J., Fan, J., Zhang, L.: A time-critical adaptive approach for visualizing natural scenes on different devices. PLoS One 10(2), 1–26 (2015)CrossRef Dong, T., Liu, S., Xia, J., Fan, J., Zhang, L.: A time-critical adaptive approach for visualizing natural scenes on different devices. PLoS One 10(2), 1–26 (2015)CrossRef
32.
go back to reference Garcia, I., Sbert, M., Szirmay-Kalos, L.: Tree rendering with billboard clouds. In: Proceedings of Third Hungarian Conference on Computer Graphics and Geometry, pp. 9–15, Budapest (2005) Garcia, I., Sbert, M., Szirmay-Kalos, L.: Tree rendering with billboard clouds. In: Proceedings of Third Hungarian Conference on Computer Graphics and Geometry, pp. 9–15, Budapest (2005)
33.
go back to reference Fuhrmann, A.L., Umlauf, E., Mantler, S.: Extreme model simplification for forest rendering. In: Proceedings of the First Eurographics Conference on Natural Phenomena, NPH’05, pp. 57–67. Eurographics Association, Aire-la-Ville (2005) Fuhrmann, A.L., Umlauf, E., Mantler, S.: Extreme model simplification for forest rendering. In: Proceedings of the First Eurographics Conference on Natural Phenomena, NPH’05, pp. 57–67. Eurographics Association, Aire-la-Ville (2005)
34.
go back to reference Kratt, J., Coconu, L., Dapper, T., Schliep, J.W., Paar, P.: Adaptive billboard clouds for botanical tree models. In: Hayek, W. (ed.) Peer Reviewed Proceedings of Digital Landscape Architecture 2014 at ETH Zurich, pp. 274–282. Wichmann, Berlin (2014) Kratt, J., Coconu, L., Dapper, T., Schliep, J.W., Paar, P.: Adaptive billboard clouds for botanical tree models. In: Hayek, W. (ed.) Peer Reviewed Proceedings of Digital Landscape Architecture 2014 at ETH Zurich, pp. 274–282. Wichmann, Berlin (2014)
35.
go back to reference Decaudin, P., Neyret, F.: Volumetric billboards. Comput. Graph. Forum 28(8), 2079–2089 (2009) Decaudin, P., Neyret, F.: Volumetric billboards. Comput. Graph. Forum 28(8), 2079–2089 (2009)
36.
go back to reference Bruneton, E., Neyret, F.: Real-time realistic rendering and lighting of forests. Comput. Graph. Forum 31(2), 373–382 (2012)CrossRef Bruneton, E., Neyret, F.: Real-time realistic rendering and lighting of forests. Comput. Graph. Forum 31(2), 373–382 (2012)CrossRef
37.
go back to reference Aakala, T., Shimatani, K., Abe, T., Kubota, Y., Kuuluvainen, T.: Crown asymmetry in high latitude forests: disentangling the directional effects of tree competition and solar radiation. Oikos 125(7), 1035–1043 (2016)CrossRef Aakala, T., Shimatani, K., Abe, T., Kubota, Y., Kuuluvainen, T.: Crown asymmetry in high latitude forests: disentangling the directional effects of tree competition and solar radiation. Oikos 125(7), 1035–1043 (2016)CrossRef
38.
go back to reference Weber, J., Penn, J.: Creation and rendering of realistic trees. In: Proceedings of the 22nd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’95, pp. 119–128. ACM, New York (1995) Weber, J., Penn, J.: Creation and rendering of realistic trees. In: Proceedings of the 22nd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’95, pp. 119–128. ACM, New York (1995)
39.
go back to reference Prusinkiewicz, P., James, M., Měch, R.: Synthetic topiary. In: Proceedings of the 21st Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’94, pp. 351–358. ACM, New York (1994) Prusinkiewicz, P., James, M., Měch, R.: Synthetic topiary. In: Proceedings of the 21st Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’94, pp. 351–358. ACM, New York (1994)
40.
go back to reference Sen, S.I., Day, A.: Modelling trees and their interaction with the environment: a survey. Comput. Graph. 29(5), 805–817 (2005)CrossRef Sen, S.I., Day, A.: Modelling trees and their interaction with the environment: a survey. Comput. Graph. 29(5), 805–817 (2005)CrossRef
41.
go back to reference Runions, A., Lane, B., Prusinkiewicz, P.: Modeling trees with a space colonization algorithm. In: Proceedings of the Third Eurographics Conference on Natural Phenomena, NPH’07, pp. 63–70. Eurographics Association, Aire-la-Ville (2007) Runions, A., Lane, B., Prusinkiewicz, P.: Modeling trees with a space colonization algorithm. In: Proceedings of the Third Eurographics Conference on Natural Phenomena, NPH’07, pp. 63–70. Eurographics Association, Aire-la-Ville (2007)
42.
go back to reference Pałubicki, W., Horel, K., Longay, S., Runions, A., Lane, B., Měch, R., Prusinkiewicz, P.: Self-organizing tree models for image synthesis. ACM Trans. Graph. 28(3), 58:1–58:10 (2009) Pałubicki, W., Horel, K., Longay, S., Runions, A., Lane, B., Měch, R., Prusinkiewicz, P.: Self-organizing tree models for image synthesis. ACM Trans. Graph. 28(3), 58:1–58:10 (2009)
43.
go back to reference Longay, S., Runions, A., Boudon, F., Prusinkiewicz, P.: TreeSketch: interactive procedural modeling of trees on a tablet. In: Proceedings of the International Symposium on Sketch-Based Interfaces and Modeling, SBIM ’12, pp. 107–120. Eurographics Association, Aire-la-Ville (2012) Longay, S., Runions, A., Boudon, F., Prusinkiewicz, P.: TreeSketch: interactive procedural modeling of trees on a tablet. In: Proceedings of the International Symposium on Sketch-Based Interfaces and Modeling, SBIM ’12, pp. 107–120. Eurographics Association, Aire-la-Ville (2012)
44.
go back to reference Greene, N.: Voxel space automata: modeling with stochastic growth processes in voxel space. ACM SIGGRAPH Comput. Graph. 23(3), 175–184 (1989)CrossRef Greene, N.: Voxel space automata: modeling with stochastic growth processes in voxel space. ACM SIGGRAPH Comput. Graph. 23(3), 175–184 (1989)CrossRef
45.
go back to reference Měch, R., Prusinkiewicz, P.: Visual models of plants interacting with their environment. In: Proceedings of the 23rd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’96, pp. 397–410. ACM, New York (1996) Měch, R., Prusinkiewicz, P.: Visual models of plants interacting with their environment. In: Proceedings of the 23rd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’96, pp. 397–410. ACM, New York (1996)
46.
go back to reference Soler, C., Sillion, F., Blaise, F., Dereffye, P.: An efficient instantiation algorithm for simulating radiant energy transfer in plant models. ACM Trans. Graph. 22(2), 204–233 (2003)CrossRef Soler, C., Sillion, F., Blaise, F., Dereffye, P.: An efficient instantiation algorithm for simulating radiant energy transfer in plant models. ACM Trans. Graph. 22(2), 204–233 (2003)CrossRef
48.
go back to reference Hädrich, T., Benes, B., Deussen, O., Pirk, S.: Interactive modeling and authoring of climbing plants. Comput. Graph. Forum 36(2), 49–61 (2017)CrossRef Hädrich, T., Benes, B., Deussen, O., Pirk, S.: Interactive modeling and authoring of climbing plants. Comput. Graph. Forum 36(2), 49–61 (2017)CrossRef
49.
go back to reference Lipp, M., Wonka, P., Wimmer, M.: Parallel generation of multiple L-systems. Comput. Graph. 34(5), 585–593 (2010)CrossRef Lipp, M., Wonka, P., Wimmer, M.: Parallel generation of multiple L-systems. Comput. Graph. 34(5), 585–593 (2010)CrossRef
50.
go back to reference Kohek, Š., Strnad, D.: Interactive large-scale procedural forest construction and visualization based on particle flow simulation. Comput. Graph. Forum 37(1), 389–402 (2018)CrossRef Kohek, Š., Strnad, D.: Interactive large-scale procedural forest construction and visualization based on particle flow simulation. Comput. Graph. Forum 37(1), 389–402 (2018)CrossRef
51.
go back to reference King, D., Davies, S., Supardi, M.N., Tan, S.: Tree growth is related to light interception and wood density in two mixed dipterocarp forests of Malaysia. Funct. Ecol. 19(3), 445–453 (2005)CrossRef King, D., Davies, S., Supardi, M.N., Tan, S.: Tree growth is related to light interception and wood density in two mixed dipterocarp forests of Malaysia. Funct. Ecol. 19(3), 445–453 (2005)CrossRef
52.
go back to reference Sumida, A., Miyaura, T., Torii, H.: Relationships of tree height and diameter at breast height revisited: analyses of stem growth using 20-year data of an even-aged Chamaecyparis obtusa stand. Tree Physiol. 33(1), 106–118 (2013)CrossRef Sumida, A., Miyaura, T., Torii, H.: Relationships of tree height and diameter at breast height revisited: analyses of stem growth using 20-year data of an even-aged Chamaecyparis obtusa stand. Tree Physiol. 33(1), 106–118 (2013)CrossRef
53.
go back to reference Zhang, S.: Foliage simplification based on multi-viewpoints for efficient rendering. J. Softw. 9(7), 1655–1665 (2014)CrossRef Zhang, S.: Foliage simplification based on multi-viewpoints for efficient rendering. J. Softw. 9(7), 1655–1665 (2014)CrossRef
54.
go back to reference Zhang, X., Bao, G., Meng, W., Jaeger, M., Li, H., Deussen, O., Chen, B.: Tree branch level of detail models for forest navigation. Comput. Graph. Forum 36(8), 402–417 (2017)CrossRef Zhang, X., Bao, G., Meng, W., Jaeger, M., Li, H., Deussen, O., Chen, B.: Tree branch level of detail models for forest navigation. Comput. Graph. Forum 36(8), 402–417 (2017)CrossRef
55.
go back to reference Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600–612 (2004)CrossRef Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600–612 (2004)CrossRef
56.
go back to reference Wimmer, M., Scherzer, D., Purgathofer, W.: Light space perspective shadow maps. In: Keller, A., Jensen, H.W. (eds.) Rendering Techniques 2004 (Proceedings Eurographics Symposium on Rendering), pp. 143–151. Eurographics Association, Aire-la-Ville (2004) Wimmer, M., Scherzer, D., Purgathofer, W.: Light space perspective shadow maps. In: Keller, A., Jensen, H.W. (eds.) Rendering Techniques 2004 (Proceedings Eurographics Symposium on Rendering), pp. 143–151. Eurographics Association, Aire-la-Ville (2004)
57.
go back to reference Xu, L., Mould, D.: A procedural method for irregular tree models. Comput. Graph. 36(8), 1036–1047 (2012)CrossRef Xu, L., Mould, D.: A procedural method for irregular tree models. Comput. Graph. 36(8), 1036–1047 (2012)CrossRef
58.
go back to reference Neubert, B., Franken, T., Deussen, O.: Approximate image-based tree-modeling using particle flows. ACM Trans. Graph. 26(3), 88:1–88:8 (2007)CrossRef Neubert, B., Franken, T., Deussen, O.: Approximate image-based tree-modeling using particle flows. ACM Trans. Graph. 26(3), 88:1–88:8 (2007)CrossRef
59.
go back to reference Zhang, X., Li, H., Dai, M., Ma, W., Quan, L.: Data-driven synthetic modeling of trees. IEEE Trans. Vis. Comput. Graph. 20(9), 1214–1226 (2014)CrossRef Zhang, X., Li, H., Dai, M., Ma, W., Quan, L.: Data-driven synthetic modeling of trees. IEEE Trans. Vis. Comput. Graph. 20(9), 1214–1226 (2014)CrossRef
60.
go back to reference Kim, D., Kim, J.: Procedural modeling and visualization of multiple leaves. Multimed. Syst. 23(4), 435–449 (2017)CrossRef Kim, D., Kim, J.: Procedural modeling and visualization of multiple leaves. Multimed. Syst. 23(4), 435–449 (2017)CrossRef
61.
go back to reference Zhu, X., Jin, X., You, L.: High-quality tree structures modelling using local convolution surface approximation. Vis. Comput. 31(1), 69–82 (2015)CrossRef Zhu, X., Jin, X., You, L.: High-quality tree structures modelling using local convolution surface approximation. Vis. Comput. 31(1), 69–82 (2015)CrossRef
62.
go back to reference Stava, O., Pirk, S., Kratt, J., Chen, B., Měch, R., Deussen, O., Benes, B.: Inverse procedural modelling of trees. Comput. Graph. Forum 33(6), 118–131 (2014)CrossRef Stava, O., Pirk, S., Kratt, J., Chen, B., Měch, R., Deussen, O., Benes, B.: Inverse procedural modelling of trees. Comput. Graph. Forum 33(6), 118–131 (2014)CrossRef
63.
go back to reference Mongus, D., Žalik, B.: An efficient approach to 3D single tree-crown delineation in LiDAR data. ISPRS J. Photogramm. Remote Sens. 108, 219–233 (2015)CrossRef Mongus, D., Žalik, B.: An efficient approach to 3D single tree-crown delineation in LiDAR data. ISPRS J. Photogramm. Remote Sens. 108, 219–233 (2015)CrossRef
Metadata
Title
Interactive synthesis and visualization of self-organizing trees for large-scale forest succession simulation
Authors
Štefan Kohek
Damjan Strnad
Borut Žalik
Simon Kolmanič
Publication date
03-11-2018
Publisher
Springer Berlin Heidelberg
Published in
Multimedia Systems / Issue 3/2019
Print ISSN: 0942-4962
Electronic ISSN: 1432-1882
DOI
https://doi.org/10.1007/s00530-018-0597-6

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