Abstract
We focus on the quantitative and local topological properties of range images. We consider the spaces Mm of m × m high-contrast patches of range images for m= 3, 5, 7, 9, 11. Using computational topological tools to analyze range image patches, we detect that M3 (M9, M11) has core subsets with the topology of a circle, M3, M5, M7, M9 and that M11 have some subspaces with the topology of a Klein bottle. We also discover that the largest subspace with the Klein bottle’s topology decreases as the measurements of patches increase, which generalizes the results in the paper of H. Adams and G. Carlsson, and demonstrates properties among optical images and range image patches, which are more similar than those established by Lee et al.
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References
Adams H, Atannas A, Carlsson G (2015) Nudged elastic band in topological data analysis. Topological Methods in Nonlinear Analysis 45:247–272
Adams H, Carlsson G (2009) On the nonlinear statistics of range image patches. SIAM J Imag Sci 2:110–117
Adams H, Tausz A (2018) Javaplex tutorial, https://github.com/appliedtopology/javaplex
Borges M, Vieira A, Carvalho A, D’Angelo M (2020) Local range image descriptor for general point cloud registration. Multimedia Tools and Applications 79:6247–6263
Carlsson G (2009) Topology and data. Bulletin (New Series) of the American Mathematical Society 46:255–308
Carlsson G, Ishkhanov T, de Silva V, Zomorodian A (2008) On the local behavior of spaces of natural images. Internat J Comput Vis 76:1–12
Cha K, Xia S (2018) Nudged elastic band in analysis of range image highcontrast patches. J Phys Conf Series 1098:1–7
Edelsbrunner H, Letscher D, Zomorodian A (2002) Topological persistence and simplification. Discrete Comput Geom 28:511–533
Field DJ (1987) Relations between the statistics of natural images and the response properties of cortical cells. J Opt Soc Am 4:2379–2394
Ghrist R (2008) Barcodes: the persistent topology of data. Bull Amer Math Soc 45:61–75
Hatcher A (2002) Algebraic topology. Cambridge University Press, Cambridge
Huang J, Lee A, Mumford D (2000) Statistics of range images. In: Proc of IEEE conf on computer vision and pattern recognition, Hilton Head Island, SC, pp 324–331
Idrobo-Pizo G, Motta J, Borges D (2019) Novel invariant feature descriptor and a pipeline for range image registration in robotic welding applications. Iet Image Process 13:964–974
Jung S, Song S, Chang M, Park S (2018) Range image registration based on 2D synthetic images. Computer-aided Design 94:16–27
Lee AB, Pedersen KS, Mumford D (2003) The non-linear statistics of high-contrast patches in natural images. Internat J Comput Vis 54:83–103
Roth S, Black MJ (2007) On the spatial statistics of optical flow. Internat J Comput Vis 74:33–50
Shen Y, Wang J, Lindenbergh R, Hofland B, Ferreira VG (2018) Range image technique for change analysis of rock slopes using dense point cloud data, Remote Sensing, vol. 10 10.3390/rs10111792
Xia S (2016) A topological analysis of high-contrast patches in natural images. J Nonlinear Sci Appl 9:126–138
Yin Q (2015) On qualitative analysis of high-contrast patches in range images, presented at the. In: Wong W (ed) Proceedings of the 4th international conference on computer engineering and networks. lecture notes in electrical engineering, vol 355. Springer, Cham, pp 573–582
Zomorodian A, Carlsson G (2005) Computing persistent homology. Discrete Comput Geom 33:249–274
de Silva V, Carlsson G (2004) Topological estimation using witness complexes. In: Proceedings of the first eurographics conference on point-based graphics, Switzerland, pp 157–166
van Hateren JH (1992) Theoretical predictions of spatiotemporal receptive fields of fly LMCs, and experimental validation. J Comp Physiol A 171:157–170
Acknowledgements
The authors are very grateful to the reviewers for valuable comments and corrections.
This work was supported by the National Natural Science Foundation of China (No. 61471409).
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Li, J., Xia, S. On the local behavior of spaces of range image patches. Multimed Tools Appl 80, 16441–16472 (2021). https://doi.org/10.1007/s11042-020-09913-3
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DOI: https://doi.org/10.1007/s11042-020-09913-3