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Erschienen in: Cluster Computing 2/2015

01.06.2015

An adaptive camera-selection algorithm to acquire higher-quality images

verfasst von: Seok-Woo Jang, Myunghee Jung

Erschienen in: Cluster Computing | Ausgabe 2/2015

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Abstract

Various types of three-dimensional (3D) cameras have been used to analyze real-world objects or environments effectively. However, because most existing 3D cameras capture scenes by statically using one type of camera, there may be a limit to the quality of the captured images. Therefore, in this paper, we build a hybrid camera system that combines passive triangulation (PT)- and active triangulation (AT)-based cameras and suggest a new mechanism of estimating accurate 3D depth by adaptively switching between the two types of cameras depending on the complexity of the environment. The suggested method initially uses initial input images to extract brightness and texture, which are major features representing the current state of the surrounding environment. The method subsequently generates a set of rules that dynamically select the PT- or AT-based camera, whichever can operate more suitably in the current environment, by analyzing the two extracted features. In experimental results, we demonstrate that the proposed adaptive camera-selection approach can be applied to extract 3D depth reliably with reasonable performance in terms of accuracy and time.

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Literatur
1.
Zurück zum Zitat De Silva, D.V.S.X., Ekmekcioglu, E., Fernando, W.A.C., Worrall, S.T.: Display dependent preprocessing of depth maps based on just noticeable depth difference modeling. IEEE J. Sel. Top. Signal Process. 5(2), 335–351 (2011)CrossRef De Silva, D.V.S.X., Ekmekcioglu, E., Fernando, W.A.C., Worrall, S.T.: Display dependent preprocessing of depth maps based on just noticeable depth difference modeling. IEEE J. Sel. Top. Signal Process. 5(2), 335–351 (2011)CrossRef
2.
Zurück zum Zitat Tabus, I., Schiopu, I., Astola, J.: Context coding of depth map images under the piecewise-constant image model representation. IEEE Trans. Image Process. 22(11), 4195–4210 (2013)CrossRefMathSciNet Tabus, I., Schiopu, I., Astola, J.: Context coding of depth map images under the piecewise-constant image model representation. IEEE Trans. Image Process. 22(11), 4195–4210 (2013)CrossRefMathSciNet
3.
Zurück zum Zitat Kim, M., Han, S., Cui, Y., Lee, H., Cho, H., Hwang, S.: CloudDMSS: robust hadoop-based multimedia streaming service architecture for a cloud computing environment. Clust. Comput. 17(3), 605–628 (2014)CrossRef Kim, M., Han, S., Cui, Y., Lee, H., Cho, H., Hwang, S.: CloudDMSS: robust hadoop-based multimedia streaming service architecture for a cloud computing environment. Clust. Comput. 17(3), 605–628 (2014)CrossRef
4.
Zurück zum Zitat Jung, E.-Y., Kim, J., Chung, K.-Y., Park, D.-K.: Mobile healthcare application with EMR interoperability for diabetes patients. Clust. Comput. 17(3), 871–880 (2014)CrossRef Jung, E.-Y., Kim, J., Chung, K.-Y., Park, D.-K.: Mobile healthcare application with EMR interoperability for diabetes patients. Clust. Comput. 17(3), 871–880 (2014)CrossRef
5.
Zurück zum Zitat Chang, Y.-H., Oh, S.-Y.: A study on the need for a mobile application development educational program using an authoring tool. J. Digit Converg 12(6), 253–258 (2014)CrossRefMathSciNet Chang, Y.-H., Oh, S.-Y.: A study on the need for a mobile application development educational program using an authoring tool. J. Digit Converg 12(6), 253–258 (2014)CrossRefMathSciNet
6.
Zurück zum Zitat Spaho, E., Umezaki, K., Barolli, L., Xhafa, F., Younas, M.: A fuzzy-based reliability system for knowledge sharing between robots in P2P JXTA-overlay platform. Clust. Comput. 16(4), 933–945 (2013)CrossRef Spaho, E., Umezaki, K., Barolli, L., Xhafa, F., Younas, M.: A fuzzy-based reliability system for knowledge sharing between robots in P2P JXTA-overlay platform. Clust. Comput. 16(4), 933–945 (2013)CrossRef
7.
Zurück zum Zitat Karadimas, P., Kotsopoulos, S.A.: A modified Loo model with partially blocked and three dimensional multipath scattering: analysis, simulation and validation. Wirel. Pers. Commun. 53(4), 503–528 (2010)CrossRef Karadimas, P., Kotsopoulos, S.A.: A modified Loo model with partially blocked and three dimensional multipath scattering: analysis, simulation and validation. Wirel. Pers. Commun. 53(4), 503–528 (2010)CrossRef
8.
Zurück zum Zitat Renambot, L., Bal, H.E., Germans, D., Spoelder, H.J.W.: CAVEStudy: an infrastructure for computational steering and measuring in virtual reality environments. Clust. Comput. 4(1), 79–87 (2001)CrossRef Renambot, L., Bal, H.E., Germans, D., Spoelder, H.J.W.: CAVEStudy: an infrastructure for computational steering and measuring in virtual reality environments. Clust. Comput. 4(1), 79–87 (2001)CrossRef
9.
Zurück zum Zitat Cho, K.: Development of guide and facility management app by using augmented reality and QR code. J. Digit. Converg. 12(4), 245–249 (2014)CrossRef Cho, K.: Development of guide and facility management app by using augmented reality and QR code. J. Digit. Converg. 12(4), 245–249 (2014)CrossRef
10.
Zurück zum Zitat Cui, Y., Schuon, S., Chan, D., Thrun, S., Theobalt, C.: 3D shape scanning with a time-of-flight camera. In: Proceedings of the IEEE international conference on computer vision and pattern recognition (CVPR), pp. 1173–1180, June 2010 Cui, Y., Schuon, S., Chan, D., Thrun, S., Theobalt, C.: 3D shape scanning with a time-of-flight camera. In: Proceedings of the IEEE international conference on computer vision and pattern recognition (CVPR), pp. 1173–1180, June 2010
11.
Zurück zum Zitat Dornaika, F., Sappa, A.D.: A featureless and stochastic approach to on-board stereo vision system pose. Image Vis. Comput. 27(9), 1382–1393 (2009)CrossRef Dornaika, F., Sappa, A.D.: A featureless and stochastic approach to on-board stereo vision system pose. Image Vis. Comput. 27(9), 1382–1393 (2009)CrossRef
12.
Zurück zum Zitat Schmalz, C., Forster, F., Schick, A., Angelopoulou, E.: An endoscopic 3D scanner based on structured light. Med. Image Anal. 16(5), 1063–1072 (2012)CrossRef Schmalz, C., Forster, F., Schick, A., Angelopoulou, E.: An endoscopic 3D scanner based on structured light. Med. Image Anal. 16(5), 1063–1072 (2012)CrossRef
13.
Zurück zum Zitat Hansard, M., Lee, S., Choi, O., Horaud, R.: Time-of-Flight Cameras: Principles, Methods and Applications. Springer, New York (2012) Hansard, M., Lee, S., Choi, O., Horaud, R.: Time-of-Flight Cameras: Principles, Methods and Applications. Springer, New York (2012)
14.
Zurück zum Zitat Jang, S.-W., Choi, H.-J., Byun, S.: dynamic camera switching based on the complexity of environments. In proceedings of the international conference on digital policy and management (ICDPM), Jeju, Korea, pp. 203–204, Oct 2013 Jang, S.-W., Choi, H.-J., Byun, S.: dynamic camera switching based on the complexity of environments. In proceedings of the international conference on digital policy and management (ICDPM), Jeju, Korea, pp. 203–204, Oct 2013
15.
Zurück zum Zitat Wang, Y., Li, J.: Entertainment robot hand gesture recognition. In proceedings of the IEEE international workshop on database technology and applications (DBTA), pp. 1–3, Nov 2010 Wang, Y., Li, J.: Entertainment robot hand gesture recognition. In proceedings of the IEEE international workshop on database technology and applications (DBTA), pp. 1–3, Nov 2010
16.
Zurück zum Zitat Catarinucci, L., Tedesco, S., Tarricone, L.: Customized ultra high frequency radio frequency identification tags and reader antennas enabling reliable mobile robot navigation. IEEE Sens. J. 13(2), 783–791 (2013)CrossRef Catarinucci, L., Tedesco, S., Tarricone, L.: Customized ultra high frequency radio frequency identification tags and reader antennas enabling reliable mobile robot navigation. IEEE Sens. J. 13(2), 783–791 (2013)CrossRef
17.
Zurück zum Zitat Jun, B.-G.: Implementation of the centralized control system for swarm robots using multi-threading method. J. Digit. Converg. 12(6), 349–354 (2014)CrossRef Jun, B.-G.: Implementation of the centralized control system for swarm robots using multi-threading method. J. Digit. Converg. 12(6), 349–354 (2014)CrossRef
18.
Zurück zum Zitat Rodríguez-Jiménez, S., Burrus, N., Abderrahim, M.: A-contrario detection of aerial target using a time-of-flight camera. In: Proceedings of the sensor signal processing for defence (SSPD), pp. 1–5, Sep 2012 Rodríguez-Jiménez, S., Burrus, N., Abderrahim, M.: A-contrario detection of aerial target using a time-of-flight camera. In: Proceedings of the sensor signal processing for defence (SSPD), pp. 1–5, Sep 2012
19.
Zurück zum Zitat Ishida, Y., Izuoka, H., Chinthaka, H., Premachandra, N., Kato, K.: A study on plane extraction from distance images using 3D Hough transform. In: Proceedings of the International symposium on advanced intelligent systems (ISIS), Kobe, Japan, pp. 812–816, Nov 2012 Ishida, Y., Izuoka, H., Chinthaka, H., Premachandra, N., Kato, K.: A study on plane extraction from distance images using 3D Hough transform. In: Proceedings of the International symposium on advanced intelligent systems (ISIS), Kobe, Japan, pp. 812–816, Nov 2012
20.
Zurück zum Zitat Fickel, G.P., Jung, C.R., Malzbender, T., Samadani, R., Culbertson, B.: Stereo matching and view interpolation based on image domain triangulation. IEEE Transa. Image Process. 22(9), 3353–3365 (2013)CrossRefMathSciNet Fickel, G.P., Jung, C.R., Malzbender, T., Samadani, R., Culbertson, B.: Stereo matching and view interpolation based on image domain triangulation. IEEE Transa. Image Process. 22(9), 3353–3365 (2013)CrossRefMathSciNet
21.
Zurück zum Zitat Filipov, R.A., Pádua, F.L.C., Carone, M.A.B.: Pylon grid: a fast method for human head detection in range images. Neurocomputing 100, 74–85 (2013)CrossRef Filipov, R.A., Pádua, F.L.C., Carone, M.A.B.: Pylon grid: a fast method for human head detection in range images. Neurocomputing 100, 74–85 (2013)CrossRef
22.
Zurück zum Zitat Gao, L., Gai, Y.-X., Fu, S.: Simultaneous localization and mapping for autonomous mobile robots using binocular stereo vision system. In: Proceedings of the international conference on mechatronics and automation (ICMA), Harbin, China, pp. 326–330, Aug 2007 Gao, L., Gai, Y.-X., Fu, S.: Simultaneous localization and mapping for autonomous mobile robots using binocular stereo vision system. In: Proceedings of the international conference on mechatronics and automation (ICMA), Harbin, China, pp. 326–330, Aug 2007
23.
Zurück zum Zitat Garcia, R.R., Zakhor, A.: Consistent stereo-assisted absolute phase unwrapping methods for structured light systems. IEEE J. Sel. Top. Signal Process. 6(5), 411–427 (2012)CrossRef Garcia, R.R., Zakhor, A.: Consistent stereo-assisted absolute phase unwrapping methods for structured light systems. IEEE J. Sel. Top. Signal Process. 6(5), 411–427 (2012)CrossRef
24.
Zurück zum Zitat Mara, H., Krömker, S., Jakob, S., Breuckmann, B.: GigaMesh and Gilgamesh: 3D multiscale integral invariant cuneiform character extraction. In: Proceedings of the conference on virtual reality, archaeology and cultural heritage, pp. 131–138, 2010 Mara, H., Krömker, S., Jakob, S., Breuckmann, B.: GigaMesh and Gilgamesh: 3D multiscale integral invariant cuneiform character extraction. In: Proceedings of the conference on virtual reality, archaeology and cultural heritage, pp. 131–138, 2010
25.
Zurück zum Zitat Bunte, K., Biehl, M., Jonkman, M.F., Petkov, N.: Learning effective color features for content-based image retrieval in dermatology. Pattern Recognit 44(9), 1892–1902 (2011)CrossRef Bunte, K., Biehl, M., Jonkman, M.F., Petkov, N.: Learning effective color features for content-based image retrieval in dermatology. Pattern Recognit 44(9), 1892–1902 (2011)CrossRef
26.
Zurück zum Zitat Lee, S.-K., Park, Y.-S., Lee, G.-S., Lee, J.-Y., Lee, S.-H.: An automatic object extraction method using color features of object and background in image. J. Digit. Converg. 11(12), 459–465 (2013)CrossRef Lee, S.-K., Park, Y.-S., Lee, G.-S., Lee, J.-Y., Lee, S.-H.: An automatic object extraction method using color features of object and background in image. J. Digit. Converg. 11(12), 459–465 (2013)CrossRef
27.
Zurück zum Zitat Jang, S.-W., Chung, M.-A., Kim, G.-Y.: Face model-based image registration for generating facial textures. In: Proceedings of the ACM research in applied computation symposium, pp. 121–125, Oct 2012 Jang, S.-W., Chung, M.-A., Kim, G.-Y.: Face model-based image registration for generating facial textures. In: Proceedings of the ACM research in applied computation symposium, pp. 121–125, Oct 2012
28.
Zurück zum Zitat Ma, W. Y., Manjunath, B. S.: Texture features and learning similarity. In: Proceedings of the IEEE international conference on computer vision and pattern recognition (CVPR), San Francisco, CA, pp. 425–430, June 1996 Ma, W. Y., Manjunath, B. S.: Texture features and learning similarity. In: Proceedings of the IEEE international conference on computer vision and pattern recognition (CVPR), San Francisco, CA, pp. 425–430, June 1996
29.
Zurück zum Zitat Riaz, F., Hassan, A., Rehman, S., Qamar, U.: Texture classification using rotation- and scale-invariant gabor texture features. IEEE Signal Process. Lett. 20(6), 607–610 (2013)CrossRef Riaz, F., Hassan, A., Rehman, S., Qamar, U.: Texture classification using rotation- and scale-invariant gabor texture features. IEEE Signal Process. Lett. 20(6), 607–610 (2013)CrossRef
30.
Zurück zum Zitat Gong, X., Liu, J., Zhou, W., Liu, J.: Guided depth enhancement via a fast marching method. Image Vis. Comput. 31(10), 695–703 (2013)CrossRef Gong, X., Liu, J., Zhou, W., Liu, J.: Guided depth enhancement via a fast marching method. Image Vis. Comput. 31(10), 695–703 (2013)CrossRef
Metadaten
Titel
An adaptive camera-selection algorithm to acquire higher-quality images
verfasst von
Seok-Woo Jang
Myunghee Jung
Publikationsdatum
01.06.2015
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe 2/2015
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-015-0432-1

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