290 likes | 420 Views
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.
E N D
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 • Perspective Box • Camera Settings • Alpha Matting • Defocus Blur • Pop-up Card • Face Detection
Experimental Result • Defocus blur method proposed in the system comparing with other blur filter results Deep focus Shallow focus
Experimental Result • Defocus blur method proposed in the system comparing with other blur filter results Gaussian blur Defocus blur Defocus blur + Bokeh
Observation • with / without depth variation in the background Real photograph taken by DSLR
Experimental Result • with / without depth variation in the background Depth variation Original photograph Result after post-processing Depth fixed
END THANK YOU
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.
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
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
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
(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
Method • Defocus blur • bokeh
Method • Defocus blur
Method • Near-by object case Focus on the flower Focus on the flower
Experimental Result • Near-by object case Interpolation result Without inpainting
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
END THANK YOU
Introduction • Depth of field Focus plane Photo plane Out of focus – blur range Real light Depth of field Circle of Confusion - Readability range
Introduction • Shallow focus Photo plane Real world
Introduction • Shallow focus • Highlight the subject by softening background diffusion Shallow focus by DSLR NIKON D90(2008) Deep focus by DC NIKON E4300 (2003)
Outline • Introduction • Method • Object Segmentation • Depth Map Generation • Image Defocus • Experimental Result • Applications • Conclusion