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Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/2014 1/6
Dense semantic image segmentation with objects and attributes
Shuai Zheng, Ming-Ming Cheng, Jonathan Warrell, Paul Sturgess, Vibhav Vineet, Carsten Rother*, Philip H. S. Torr
Torr Vision Group, University of Oxford *The Technische Universität Dresden
Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/2014 2/6
Traditional Goal• Object class segmentation
• Assigning an object class label to each pixel
Wall
Cabinet
Box
ceiling
Floor
Chair
Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/2014 3/6
Our Goal• Segmentation with Objects and Attributes
• Assigning an object class and a set of attribute labels to each pixel
Wall:Wood,Painted,textured
Cabinet:Glossy,shiny,Cube,plastic
Box:cube
ceiling: painted, textured
Floor : pavement, textured, dry, flat
Chair:Wood
Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/2014 4/6
Hierarchical Multi-Label Factorial CRF
Input Image Object segmentation
Attrib
utes
Se
gmen
tatio
n
Grid CRF Fully-connected CRF Hierarchical Fully-connected CRF
Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/2014 5/6
Hierarchical Joint Inference
Painted attribute segmentation
Object Classes Segmentation
Cotton attributesegmentation
Glossy attributesegmentation
Input Image
Picture
Chair
Floor
Wall
Cotton
Glossy
Painted
Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/2014 6/6
Thank you! Posters P6 16:30-18:30, Thursday, June 26.
http://www.robots.ox.ac.uk/~tvg/