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An Interactive Background Blurring Mechanism and Its Applications

An Interactive Background Blurring Mechanism and Its Applications. NTU CSIE. 互動式背景模糊. Introduction. Privacy Preserving. Original image. Our system. Segmentations. Shallow focus result. Input image. Depth Map. Object Segmentation. Depth Map Generation. Image Defocus. Lazy Snapping.

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An Interactive Background Blurring Mechanism and Its Applications

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  1. An Interactive Background Blurring Mechanism and Its Applications NTU CSIE 互動式背景模糊

  2. Introduction • Privacy Preserving Original image Our system

  3. Segmentations • Shallow focus result • Input image • Depth Map • Object Segmentation • Depth Map Generation • Image Defocus • Lazy Snapping • Perspective Box • Camera Settings • Alpha Matting • Defocus Blur • Pop-up Card • Face Detection

  4. Experimental Result • Defocus blur method proposed in the system comparing with other blur filter results Deep focus Shallow focus

  5. Experimental Result • Defocus blur method proposed in the system comparing with other blur filter results Gaussian blur Defocus blur Defocus blur + Bokeh

  6. Experimental Result

  7. Observation • with / without depth variation in the background Real photograph taken by DSLR

  8. Experimental Result • with / without depth variation in the background Depth variation Original photograph Result after post-processing Depth fixed

  9. Applications -Partial Viewing

  10. Applications - Image Transition at Photo Browser

  11. END THANK YOU

  12. Method • Segment • Lazy snapping • Mean shift • Alpha matting • Face detection Lazy Snapping. ACM Trans. On Graphics 2004. Mean Shift: A Robust Approach Toward Feature Space Analysis. PAMI 2002. A Bayesian Approach to Digital Matting. CVPR 2001.

  13. Segmentations • Shallow focus result • Input image • Depth Map • Object Segmentation • Depth Map Generation • Image Defocus • Lazy Snapping • Perspective Box • Camera Settings • Alpha Matting • Defocus Blur • Pop-up Card • Face Detection

  14. Method • Depth map • Perspective Box • Vanish point • Rear wall Tour Into the Picture: Using a spidery mesh user interface to make animation from a single image. SIGGRAPH 1997

  15. Segmentations • Shallow focus result • Input image • Depth Map • Object Segmentation • Depth Map Generation • Image Defocus • Lazy Snapping • Perspective Box • Camera Settings • Alpha Matting • Defocus Blur • Pop-up Card • Face Detection

  16. (a) (b) ub vb ub vb b b d d u v u v Method Depth Map Segment Map Camera setting • Image defocus • Blur circle diameter Aperture size Focal length of the lens Distance of focus Blur circle diameter

  17. Method • Defocus blur • bokeh

  18. Method • Defocus blur

  19. Method • Near-by object case Focus on the flower Focus on the flower

  20. Experimental Result • Near-by object case Interpolation result Without inpainting

  21. Method Blur circle diameter Objects in front of the focus Objects behind the focus • Near-by object case Blur shape as alpha map Text synthesis inpainting Defocus Blur Defocus Blur Interpolation by alpha map Shallow focus image

  22. Q&A

  23. END THANK YOU

  24. Introduction • Depth of field Focus plane Photo plane Out of focus – blur range Real light Depth of field Circle of Confusion - Readability range

  25. Introduction • Shallow focus Photo plane Real world

  26. Introduction • Shallow focus • Highlight the subject by softening background diffusion Shallow focus by DSLR NIKON D90(2008) Deep focus by DC NIKON E4300 (2003)

  27. Outline • Introduction • Method • Object Segmentation • Depth Map Generation • Image Defocus • Experimental Result • Applications • Conclusion

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