Abstract
This paper proposes a deblur algorithm using IMU sensor and long/short exposure-time image pair. First, we derive an initial blur kernel from gyro data of IMU sensor. Second, we refine the blur kernel by applying Lucas-Kanade algorithm to long/short exposure-time image pair. Using residual deconvolution based on the non-uniform blur kernel, we synthesize a final image. Experimental results show that the proposed algorithm is superior to the state-of-the-art methods in terms of subjective/objective visual quality.
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References
Levin, A., Weiss, Y., Durand, F., Freeman, W.: Understanding and evaluating blind deconvolution algorithm. In: IEEE Conference on Computer Vision and Pattern Recognition (2009)
Yuan, L., Sun, J., Quan, L., Shum, H.Y.: Image de-blurring with blurred/noisy image Pairs. ACM Trans. Graph. 26(3), 1–10 (2007)
Cho, S., Cho, H., Tai, Y.W., Lee, S.: Registration based non-uniform motion deblurring. Comput. Graph. Forum 31(7), 2183–2192 (2012)
Tai, Y.W., Tan, P., Brown, S.: Richardson-Lucy deblurring for scenes under a projective motion path. IEEE Trans. Pattern Anal. Mach. Intell. 33(8), 1603–1618 (2011)
Whyte, O., Sivic, J., Zisserman, A., Ponce, J.: Non-uniform deblurring for shaken images. Int. J. Comput. Vis. 98(2), 168–186 (2012)
Xu, L., Jia, J.: Two-phase kernel estimation for robust motion deblurring. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part I. LNCS, vol. 6311, pp. 157–170. Springer, Heidelberg (2010)
Baker, S., Iain, M.: Lucas-Kanade 20 years on: a unifying framework. Int. J. Comput. Vis. 56(3), 221–255 (2004)
Dabov, K., Foi, A., Katkovnik, V., Egiazarian, K.: BM3D Image denoising with shape-adaptive principal component analysis. In: Workshop on Signal Processing with Adaptive Sparse Structured Representations (2009)
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This work was supported by INHA UNIVERSITY Research Grant.
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Seo, S.J., Ryu, Hh., Choi, D., Song, B.C. (2015). Non-uniform Deblur Using Gyro Sensor and Long/Short Exposure Image Pair. In: Ho, YS., Sang, J., Ro, Y., Kim, J., Wu, F. (eds) Advances in Multimedia Information Processing -- PCM 2015. PCM 2015. Lecture Notes in Computer Science(), vol 9314. Springer, Cham. https://doi.org/10.1007/978-3-319-24075-6_3
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DOI: https://doi.org/10.1007/978-3-319-24075-6_3
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