Abstract
We present a single-image algorithm for reconstructing the 3D velocity, the 3D spin axis, and the angular speed of a moving ball. Peculiarity of the proposed algorithm is that this reconstruction is achieved by accurately analyzing the blur produced by the ball motion during the exposure. We combine image analysis techniques in order to obtain 3D estimates, that are then integrated into a geometrical model for recovering the 3D motion.
The algorithm is validated with experiments on both synthetic and camera images. In a broader scenario, we exploit this specic problem for discussing motivations, advantages, and limitations of reconstructing 3D motion from motion blur.
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References
Boracchi, G., Caglioti, V., Giusti, A.: Ball position and motion reconstruction from blur in a single perspective image. In: Proceedings of ICIAP 2007, Modena (2007)
Boracchi, G., Caglioti, V., Giusti, A.: Single-image 3d reconstruction of ball velocity and spin from motion blur. In: VISAPP 2008, the 3rd International Conference on Computer Vision Theory and Applications, Funchal, Madeira - Portugal, January 22-25 (2008)
Fergus, R., Singh, B., Hertzmann, A., Roweis, S.T., Freeman, W.T.: Removing camera shake from a single photograph. In: ACM SIGGRAPH 2006 Papers (2006)
Levin, A.: Blind motion deblurring using image statistics. In: Schölkopf, B., Platt, J., Hoffman, T. (eds.) Advances in Neural Information Processing Systems 19. MIT Press, Cambridge (2007)
Jia, J.: Single image motion deblurring using transparency. In: Proceedings of CVPR 2007, Minneapolis (2007)
Klein, G., Drummond, T.: A single-frame visual gyroscope. In: Proc. British Machine Vision Conference (BMVC 2005), Oxford, BMVA, vol. 2, pp. 529–538 (2005)
Levin, A., Fergus, R., Durand, F., Freeman, W.T.: Image and depth from a conventional camera with a coded aperture. ACM Trans. Graph. 26, 70 (2007)
Rekleitis, I.M.: Steerable filters and cepstral analysis for optical flow calculation from a single blurred image. In: Vision Interface, Toronto, pp. 159–166 (1996)
Lin, H.Y., Chang, C.H.: Automatic speed measurements of spherical objects using an off-the-shelf digital camera. In: IEEE International Conference on Mechatronics, ICM 2005, pp. 66–71 (2005)
Gopal Pingali, A.O., Jean, Y.: Ball tracking and virtual replays for innovative tennis broadcasts. In: Proc. of ICPR 2000 Conference, Washington, p. 4152. IEEE Computer Society, Los Alamitos (2000)
Ren, J., Orwell, J., Xu, G.J.: A general framework for 3d soccer ball estimation and tracking. In: Proc. of ICIP 2004 Conference (2004)
Rubin, J., Burkhard, C., Wuensche, L.C., Stevens, C.: Computer vision for low cost 3-d golf ball and club tracking. In: Proc. of Image and Vision Computing, New Zealand (2005)
Reid, I.D., North, A.: 3d trajectories from a single viewpoint using shadows. In: Proc. of BMVC 1998 Conference (1998)
Kim, T., Seo, Y., Hong, K.S.: Physics-based 3d position analysis of a soccer ball from monocular image sequences. In: Proc of ICCV 1998 Conference, pp. 721–726 (1998)
Ohno, Y., Miura, J., Shirai, Y.: Tracking players and estimation of the 3d position of a ball in soccer games. In: ICPR, pp. 1145–1148 (2000)
Caglioti, V., Giusti, A.: Recovering ball motion from a single motion-blurred image. Computer Vision and Image Understanding (in press)
Bertero, M., Boccacci, P.: Introduction to Inverse Problems in Imaging. Institute of Physics Publishing (1998)
Smith, A.R., Blinn, J.F.: Blue screen matting. In: SIGGRAPH 1996: Proc. of the 23rd annual conference on Computer graphics and interactive techniques, pp. 259–268 (1996)
Mishima, Y.: Soft edge chroma-key generation based upon hexoctahedral color space, U.S. Patent 5,355,174 (1993)
Caglioti, V., Giusti, A.: On the apparent transparency of a motion blurred object. In: Proc. of ICCV workshop on Photometric Analysis in Computer Vision, PACV 2007 (2007)
Giusti, A., Caglioti, V.: Isolating motion and color in a motion blurred image. In: Proc. of BMVC 2007 (2007)
Yitzhaky, Y., Kopeika, N.S.: Identification of blur parameters from motion-blurred images. In: Proc. SPIE, vol. 2847, pp. 270–280 (1996)
Harris, C., Stephens, M.: A combined corner and edge detector. In: Proceedings of the 4th Alvey Vision Conference, pp. 147–151 (1988)
Blender 3d modeler, http://www.blender.org
Donoho, D.L., Johnstone, I.M.: Ideal spatial adaptation by wavelet shrinkage. Biometrika 81, 425–455 (1994)
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Boracchi, G., Caglioti, V., Giusti, A. (2009). Estimation of 3D Instantaneous Motion of a Ball from a Single Motion-Blurred Image. In: Ranchordas, A., Araújo, H.J., Pereira, J.M., Braz, J. (eds) Computer Vision and Computer Graphics. Theory and Applications. VISIGRAPP 2008. Communications in Computer and Information Science, vol 24. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-10226-4_18
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DOI: https://doi.org/10.1007/978-3-642-10226-4_18
Publisher Name: Springer, Berlin, Heidelberg
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