Skip to main content
Erschienen in: Machine Vision and Applications 2/2018

07.12.2017 | Original Paper

Robust spatial–temporal Bayesian view synthesis for video stitching with occlusion handling

verfasst von: Jianmei Su, Hong Cheng, Lu Yang, Ao Luo

Erschienen in: Machine Vision and Applications | Ausgabe 2/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Occlusion is visible in only one frame and cannot be seen in the other frame which is a vital challenge in video stitching. Occlusion always brings ghost artifacts in the blended area. Meanwhile, the traditional image stitching approaches ignore temporal consistency and cannot avoid flicking problem. To solve these challenges, we propose a unified framework in which the stitching quality and stabilization both perform well. Specifically, we explicitly detect the potential occlusion regions to indicate blending information. Then, based on the occlusion maps, we choose a proper strip in the overlapped region as the blending area. With spatial–temporal Bayesian view synthesis, spatial ghost-like artifacts can be significantly eliminated and the output videos can be kept stable. The experimental results show the out performance of the proposed approach compared to state-of-the-art approaches.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Boykov, Y., Veksler, O., Zabih, R.: Fast approximate energy minimization via graph cuts. IEEE Trans. Pattern Anal. Mach. Intell. 23(11), 1222–1239 (2001)CrossRef Boykov, Y., Veksler, O., Zabih, R.: Fast approximate energy minimization via graph cuts. IEEE Trans. Pattern Anal. Mach. Intell. 23(11), 1222–1239 (2001)CrossRef
2.
Zurück zum Zitat Brown, M., Lowe, D.G.: Automatic panoramic image stitching using invariant features. Int. J. Comput. Vision 74(1), 59–73 (2007)CrossRef Brown, M., Lowe, D.G.: Automatic panoramic image stitching using invariant features. Int. J. Comput. Vision 74(1), 59–73 (2007)CrossRef
3.
Zurück zum Zitat El-Saban, M., Izz, M., Kaheel, A., Refaat, M.: Improved optimal seam selection blending for fast video stitching of videos captured from freely moving devices. In: ICIP, IEEE (2011) El-Saban, M., Izz, M., Kaheel, A., Refaat, M.: Improved optimal seam selection blending for fast video stitching of videos captured from freely moving devices. In: ICIP, IEEE (2011)
4.
Zurück zum Zitat Fitzgibbon, A., Wexler, Y., Zisserman, A.: Image-based rendering using image-based priors. In: ICCV (2003) Fitzgibbon, A., Wexler, Y., Zisserman, A.: Image-based rendering using image-based priors. In: ICCV (2003)
5.
Zurück zum Zitat Fitzgibbon, A., Wexler, Y., Zisserman, A.: Image-based rendering using image-based priors. Int. J. Comput. Vision 63(2), 141–151 (2005)CrossRef Fitzgibbon, A., Wexler, Y., Zisserman, A.: Image-based rendering using image-based priors. Int. J. Comput. Vision 63(2), 141–151 (2005)CrossRef
6.
Zurück zum Zitat Gao, J.H., Li, Y., Chin, T.J., Brown, M.S.: Seam-driven image stitching. In: Eurographics Short Papers. IEEE (2013) Gao, J.H., Li, Y., Chin, T.J., Brown, M.S.: Seam-driven image stitching. In: Eurographics Short Papers. IEEE (2013)
7.
Zurück zum Zitat Hsiao, E., Hebert, M.: Occlusion reasoning for object detectionunder arbitrary viewpoint. IEEE Trans. Pattern Anal. Mach. Intell. 36(9), 1803–1815 (2014)CrossRef Hsiao, E., Hebert, M.: Occlusion reasoning for object detectionunder arbitrary viewpoint. IEEE Trans. Pattern Anal. Mach. Intell. 36(9), 1803–1815 (2014)CrossRef
8.
Zurück zum Zitat Hu, J., Zhang, D.Q., Yu, H., Chen, C.W.: High resolution free-view interpolation of planar structure. In: ICME (2014) Hu, J., Zhang, D.Q., Yu, H., Chen, C.W.: High resolution free-view interpolation of planar structure. In: ICME (2014)
9.
Zurück zum Zitat Huang, K.C., Chien, P.Y., Chien, C.A., Chang, H.C., Guo, J.I.: A 360-degree panoramic video system design. In: International Symposium on VLSI Design. IEEE (2014) Huang, K.C., Chien, P.Y., Chien, C.A., Chang, H.C., Guo, J.I.: A 360-degree panoramic video system design. In: International Symposium on VLSI Design. IEEE (2014)
10.
Zurück zum Zitat Jang, W.S., Ho, Y.S.: Discontinuity preserving disparity estimation with occlusion handling. J. Vis. Commun. Image Represent. 25(7), 1595–1603 (2014)CrossRef Jang, W.S., Ho, Y.S.: Discontinuity preserving disparity estimation with occlusion handling. J. Vis. Commun. Image Represent. 25(7), 1595–1603 (2014)CrossRef
11.
Zurück zum Zitat Jiang, W., Gu, J.: Video stitching with spatial-temporal content-preserving warping. In: CVPR (2015) Jiang, W., Gu, J.: Video stitching with spatial-temporal content-preserving warping. In: CVPR (2015)
12.
Zurück zum Zitat Kang, S.B., Szeliski, R., Uyttendaele, M.: Seamless stitching using multi-perspective plane sweep. Technical Report. Microsoft Research, Redmond (2004) Kang, S.B., Szeliski, R., Uyttendaele, M.: Seamless stitching using multi-perspective plane sweep. Technical Report. Microsoft Research, Redmond (2004)
13.
Zurück zum Zitat Kauff, P., Atzpadin, N., Fehn, C., Müller, M., Schreer, O., Smolic, A., Tanger, R.: Depth map creation and image-based rendering for advanced 3DTV services providing interoperability and scalability. Sig. Process. Image Commun. 22(2), 217–234 (2007)CrossRef Kauff, P., Atzpadin, N., Fehn, C., Müller, M., Schreer, O., Smolic, A., Tanger, R.: Depth map creation and image-based rendering for advanced 3DTV services providing interoperability and scalability. Sig. Process. Image Commun. 22(2), 217–234 (2007)CrossRef
14.
Zurück zum Zitat Leordeanu, M., Zanfir, A., Sminchisescu, C.: Locally affine sparse-to-dense matching for motion and occlusion estimation. In: ICCV. IEEE (2013) Leordeanu, M., Zanfir, A., Sminchisescu, C.: Locally affine sparse-to-dense matching for motion and occlusion estimation. In: ICCV. IEEE (2013)
15.
Zurück zum Zitat Lin, C.C., Pankanti, S.U., Ramamurthy, K.N., Aravkin, A.Y.: Adaptive as-natural-as-possible image stitching. In: CVPR. IEEE (2015) Lin, C.C., Pankanti, S.U., Ramamurthy, K.N., Aravkin, A.Y.: Adaptive as-natural-as-possible image stitching. In: CVPR. IEEE (2015)
16.
Zurück zum Zitat McCloskey, S.: Masking light fields to remove partial occlusion. In: ICPR. IEEE (2014) McCloskey, S.: Masking light fields to remove partial occlusion. In: ICPR. IEEE (2014)
17.
Zurück zum Zitat McGuire, M., Stone, H.S.: Techniques for multiresolution image registration in the presence of occlusions. IEEE Trans. Geosci. Remote Sens. 38(3), 1476–1479 (2000)CrossRef McGuire, M., Stone, H.S.: Techniques for multiresolution image registration in the presence of occlusions. IEEE Trans. Geosci. Remote Sens. 38(3), 1476–1479 (2000)CrossRef
18.
Zurück zum Zitat Oh, J.D., Kuo, C.C.J.: Robust stereo matching with improved graph and surface models and occlusion handling. J. Vis. Commun. Image Represent. 21(5), 404–415 (2010)CrossRef Oh, J.D., Kuo, C.C.J.: Robust stereo matching with improved graph and surface models and occlusion handling. J. Vis. Commun. Image Represent. 21(5), 404–415 (2010)CrossRef
19.
Zurück zum Zitat Okumura, K., Raut, S., Gu, Q., Aoyama, T., Takaki, T., Ishii, I.: Real-time feature-based video mosaicing at 500 fps. In: International Conference on Intelligent Robots and Systems. IEEE (2013) Okumura, K., Raut, S., Gu, Q., Aoyama, T., Takaki, T., Ishii, I.: Real-time feature-based video mosaicing at 500 fps. In: International Conference on Intelligent Robots and Systems. IEEE (2013)
20.
Zurück zum Zitat Owens, A., Barnes, C., Flint, A., Singh, H., Freeman, W.: Camouflaging an object from many viewpoints. In: CVPR. IEEE (2014) Owens, A., Barnes, C., Flint, A., Singh, H., Freeman, W.: Camouflaging an object from many viewpoints. In: CVPR. IEEE (2014)
21.
Zurück zum Zitat Pujades, S., Devernay, F., Goldluecke, B.: Bayesian view synthesis and image-based rendering principles. In: CVPR (2014) Pujades, S., Devernay, F., Goldluecke, B.: Bayesian view synthesis and image-based rendering principles. In: CVPR (2014)
22.
Zurück zum Zitat Srinivasan, A., Balamurugan, V.: Occlusion detection and image restoration in 3d face image. In: TENCON. IEEE (2014) Srinivasan, A., Balamurugan, V.: Occlusion detection and image restoration in 3d face image. In: TENCON. IEEE (2014)
23.
Zurück zum Zitat Su, J., Luo, A., Yang, L., Cheng, H.: Video stitching with spatial-temporal content-preserving warping. In: ICME Workshop (2016) Su, J., Luo, A., Yang, L., Cheng, H.: Video stitching with spatial-temporal content-preserving warping. In: ICME Workshop (2016)
24.
Zurück zum Zitat Szeliski, R.: Computer Vision: Algorithms and Applications. Springer, Berlin (2010)MATH Szeliski, R.: Computer Vision: Algorithms and Applications. Springer, Berlin (2010)MATH
25.
Zurück zum Zitat Thomas, B., Jitendra, M.: Large displacement optical flow: descriptor matching in variational motion estimation. IEEE Trans. Pattern Anal. Mach. Intell. 33(3), 500–513 (2011)CrossRef Thomas, B., Jitendra, M.: Large displacement optical flow: descriptor matching in variational motion estimation. IEEE Trans. Pattern Anal. Mach. Intell. 33(3), 500–513 (2011)CrossRef
26.
Zurück zum Zitat Uyttendaele, M., Eden, A., Skeliski, R.: Eliminating ghosting and exposure artifacts in image mosaics. In: CVPR. IEEE (2001) Uyttendaele, M., Eden, A., Skeliski, R.: Eliminating ghosting and exposure artifacts in image mosaics. In: CVPR. IEEE (2001)
27.
Zurück zum Zitat Vladimir, K., Ramin, Z.: Computing visual correspondence with occlusions using graph cuts. In: ICCV. IEEE (2001) Vladimir, K., Ramin, Z.: Computing visual correspondence with occlusions using graph cuts. In: ICCV. IEEE (2001)
28.
Zurück zum Zitat Xiao, X., Daneshpanah, M., Javidi, B.: Occlusion removal using depth mapping in three-dimensional integral imaging. J. Disp. Technol. 8(8), 483–490 (2012)CrossRef Xiao, X., Daneshpanah, M., Javidi, B.: Occlusion removal using depth mapping in three-dimensional integral imaging. J. Disp. Technol. 8(8), 483–490 (2012)CrossRef
29.
Zurück zum Zitat Xiong, H., Wang, Z., He, R., Feng, D.D.: Video object segmentation with occlusion map. In: DICTA. IEEE (2012) Xiong, H., Wang, Z., He, R., Feng, D.D.: Video object segmentation with occlusion map. In: DICTA. IEEE (2012)
30.
Zurück zum Zitat Yang, L., Cheng, H., Su, J.A.: Pixel-to-model background modeling in crowded scenes. In: ICME (2014) Yang, L., Cheng, H., Su, J.A.: Pixel-to-model background modeling in crowded scenes. In: ICME (2014)
31.
Zurück zum Zitat Yang, L., Yendo, T., Tehrani, M.P.: Artifact reduction using reliability reasoning for image generation of FTV. J. Vis. Commun. Image Represent. 21, 542–560 (2010)CrossRef Yang, L., Yendo, T., Tehrani, M.P.: Artifact reduction using reliability reasoning for image generation of FTV. J. Vis. Commun. Image Represent. 21, 542–560 (2010)CrossRef
32.
Zurück zum Zitat Yang, L., Yendo, T., Tehranil, M.P., Fujii, T.: Probabilistic reliability based view synthesis for FTV. In: ICIP (2010) Yang, L., Yendo, T., Tehranil, M.P., Fujii, T.: Probabilistic reliability based view synthesis for FTV. In: ICIP (2010)
33.
Zurück zum Zitat Yoo, J.C., Ahn, C.W.: Image matching using peak signal-to-noise ratio-based occlusion detection. Image Process. 6(5), 483–495 (2012)MathSciNetCrossRef Yoo, J.C., Ahn, C.W.: Image matching using peak signal-to-noise ratio-based occlusion detection. Image Process. 6(5), 483–495 (2012)MathSciNetCrossRef
34.
Zurück zum Zitat Yuan, Z., Kebin, J., Peng-Yu, L.: Video stitch algorithm based on dynamic foreground extraction. In: CISP. IEEE (2009) Yuan, Z., Kebin, J., Peng-Yu, L.: Video stitch algorithm based on dynamic foreground extraction. In: CISP. IEEE (2009)
35.
Zurück zum Zitat Zagrouba, E., Barhoumi, W., Amri, S.: An efficient image-mosaicing method based on multifeature matching. Mach. Vis. Appl. 20(3), 139–162 (2009)CrossRef Zagrouba, E., Barhoumi, W., Amri, S.: An efficient image-mosaicing method based on multifeature matching. Mach. Vis. Appl. 20(3), 139–162 (2009)CrossRef
36.
Zurück zum Zitat Zaragoza, J., Chin, T.J., Brown, M.S., Suter, D.: Asprojective-as-possible image stitching with moving DLT. In: CVPR. IEEE (2013) Zaragoza, J., Chin, T.J., Brown, M.S., Suter, D.: Asprojective-as-possible image stitching with moving DLT. In: CVPR. IEEE (2013)
37.
Zurück zum Zitat Zeng, L., Zhang, S., Zhang, J., Zhang, Y.: Dynamic image mosaic via sift and dynamic programming. Mach. Vis. Appl. 25(5), 1271–1282 (2014)CrossRef Zeng, L., Zhang, S., Zhang, J., Zhang, Y.: Dynamic image mosaic via sift and dynamic programming. Mach. Vis. Appl. 25(5), 1271–1282 (2014)CrossRef
38.
Zurück zum Zitat Zhang, F., Liu, F.: Parallax-tolerant image stitching. In: CVPR. IEEE (2014) Zhang, F., Liu, F.: Parallax-tolerant image stitching. In: CVPR. IEEE (2014)
39.
Zurück zum Zitat Zhang, F., Liu, F.: Casual stereoscopic panorama stitching. In: CVPR. IEEE (2015) Zhang, F., Liu, F.: Casual stereoscopic panorama stitching. In: CVPR. IEEE (2015)
40.
Zurück zum Zitat Zhang, H.M., Zeng, W., Chen, X.: Foreground based borderline adjusting for real time multi-camera video stitching. In: ICIG. IEEE (2009) Zhang, H.M., Zeng, W., Chen, X.: Foreground based borderline adjusting for real time multi-camera video stitching. In: ICIG. IEEE (2009)
41.
Zurück zum Zitat Zhang, T., Jia, K., Xu, C., Ma, Y., Ahuja, N.: Partial occlusion handling for visual tracking via robust part matching. In: CVPR. IEEE (2014) Zhang, T., Jia, K., Xu, C., Ma, Y., Ahuja, N.: Partial occlusion handling for visual tracking via robust part matching. In: CVPR. IEEE (2014)
42.
Zurück zum Zitat Zhao, Y.J., Lu, Z.Q., Liu, Y.K.: Video image stitching based on moving object detection and motion prediction compensation. In: CISP. IEEE (2010) Zhao, Y.J., Lu, Z.Q., Liu, Y.K.: Video image stitching based on moving object detection and motion prediction compensation. In: CISP. IEEE (2010)
Metadaten
Titel
Robust spatial–temporal Bayesian view synthesis for video stitching with occlusion handling
verfasst von
Jianmei Su
Hong Cheng
Lu Yang
Ao Luo
Publikationsdatum
07.12.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Machine Vision and Applications / Ausgabe 2/2018
Print ISSN: 0932-8092
Elektronische ISSN: 1432-1769
DOI
https://doi.org/10.1007/s00138-017-0888-5

Weitere Artikel der Ausgabe 2/2018

Machine Vision and Applications 2/2018 Zur Ausgabe