A cost-effective automatic 3D reconstruction pipeline for plants using multi-view images

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8717 LNAI, Issue , 2014, Pages 221-230

  Lou, Lu ^a,b   Liu, Yonghuai ^a   Sheng, Minglan ^b   Han, Jiwan ^a   Doonan, John H ^a  

^a ABERYSTWYTH UNIVERSITY   (United Kingdom)

^b CHONGQING JIAOTONG UNIVERSITY   (China)

Author keywords

3D reconstruction; multi view images; multi view stereo; Phenotyping; structure from motion

Indexed keywords

DIGITAL CAMERAS; ROBOTICS;

3D RECONSTRUCTION; MULTI-VIEW IMAGE; MULTI-VIEW STEREO; PHENOTYPING; STRUCTURE FROM MOTION;

COST EFFECTIVENESS;

EID: 84906766171     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-10401-0_20     Document Type: Conference Paper

References (25)

1. Alcantarilla, P.F., Nuevo, J., Bartoli, A.: Fast explicit diffusion for accelerated features in nonlinear scale spaces. In: British Machine Vision Conf., BMVC (2013)
2. Biskup, B., Scharr, H., Rascher, U.S.: A stereo imaging system for measuring structural parameters of plant canopies. Plant, Cell & Environment 30 (2007)
3. Bay, H., Ess, A., Tuytelaars, T., Gool, L.V.: Speeded-up robust features (surf). Comput. Vis. Image Underst. 110, 346-359 (2008)
4. Cobb, J.N., DeClerck, G., Greenberg, A., Clark, R., McCouch, S.: Next-generation phenotyping: requirements and strategies for enhancing our understanding of genotype-phenotype relationships and its relevance to crop improvement. Theoretical and Applied Genetics 126, 867-887 (2013)
5. Arya, S., Mount, D.M., Netanyahu, N.S., Silverman, R., Andwu, A.Y.: An optimal algorithm for approximate nearest neighbor searching fixed dimensions. J. of the ACM 45(6), 891-923 (1998)
6. Fischler, M.A., Bolles, R.C.: Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography. Commun. ACM 24(6), 381-395 (1981)
7. Stewenius, H., Engels, C., Nister, D.: Recent developments on direct relative orientation. ISPRS Journal of Photogrammetry and Remote Sensing 60, 284-294 (2006)
8. Furukawa, Y., Ponce, J.: Accurate, dense, and robust multiview stereopsis. IEEE Tran. PAMI 32, 1362-1376 (2010)
9. Hartley, R.I., Zisserman, A.: Multiple View Geometry in Computer Vision. Cambridge University Press (2004)
10. Hern, C., Esteban, N., Schmitt, F.: Silhouette and stereo fusion for 3d object modeling. Comput. Vis. Image Underst. 96, 367-392 (2004)
11. Ivanov, N., et al.: Computer stereo plotting for 3-d reconstruction of a maize canopy. Agricultural and Forest Meteorology 75, 85-102 (1995)
12. Jancosek, M., Pajdla, T.: Multi-view reconstruction preserving weakly-supported surfaces. In: Proc. CVPR, pp. 3121-3128 (2011)
13. Kaminuma, E., Heida, N., Tsumoto, Y., Yamamoto, N., Goto, N., Okamoto, N., Konagaya, A., Matsui, M., Toyoda, T.: Automatic quantification of morphological traits via three-dimensional measurement of arabidopsis. Plant 38, 358-365 (2004)
14. Lowe, D.G.: Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision 60, 91-110 (2004)
15. Morel, J.M., Yu, G.: Asift: A new framework for fully affine invariant image comparison. SIAM J. Img. Sci. 2(2), 438-469 (2009)
16. Organisation, E.P.S.: White paper of plant phenotyping. Tech. rep. (2010)
17. Paproki, A., Sirault, X., Berry, S., Furbank, R., Fripp, J.: A novel mesh processing based technique for 3d plant analysis. BMC Plant Biology 12 (2012)
18. Prince, S.J.D.: Computer Vision: Models, Learning, and Inference. Cambridge University Press (2012)
19. Quan, L., Tan, P., Zeng, G., Yuan, L., Wang, J.D., Kang, S.B.: Image-based plant modeling. ACM Trans. Graphics 25, 599-604 (2006)
20. Seitz, S.M., Curless, B., Diebel, J., Scharstein, D., Szeliski, R.: A comparison and evaluation of multi-view stereo reconstruction algorithms. In: Proc. CVPR, vol. 1, pp. 519-528 (2006)
21. Snavely, N., Seitz, S.M., Szeliski, R.: Photo tourism: Exploring photo collections in 3d. In: Proc. SIGGRAPH, pp. 835-846 (2006)
22. Stephens, C.H.: Mike: A combined corner and edge detector. In: Proc. of Fourth Alvey Vision Conference, pp. 5-10 (1988)
23. Santos, T., Oliveira, A.: Image-based 3d digitizing for plant architecture analysis and phenotyping. In: Proc. Workshop on Industry Applications in SIB-GRAPI (2012)
24. Tola, E., Lepetit, V., Fua, P.: Daisy: An efficient dense descriptor applied to wide-baseline stereo. IEEE Tran. PAMI 32(5), 815-830 (2010)
25. Vogiatzis, G., Hern, C., Esteban, N., Torr, P.H.S., Cipolla, R.: Multiview stereo via volumetric graph-cuts and occlusion robust photo-consistency. IEEE Trans. Pattern Anal. Mach. Intell. 29, 2241-2246 (2007)