1. Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/20141/6 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

2. Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/20142/6 Traditional Goal Object class segmentation Assigning an object class label to each pixel Wall Cabinet Box ceiling Floor Chair

3. Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/20143/6 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

4. Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/20144/6 Hierarchical Multi-Label Factorial CRF Input ImageObject segmentation Attributes Segmentation Grid CRFFully-connected CRF Hierarchical Fully-connected CRF

5. Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/20145/6 Hierarchical Joint Inference Painted attribute segmentation Object Classes Segmentation Cotton attribute segmentation Glossy attribute segmentation Input Image Picture Chair Floor Wall Cotton Glossy Painted

6. Shuai Zheng et al. Dense Semantic Image Segmentation with Objects and Attributes. IEEE CVPR 2014.01/06/20146/6 Thank you! Posters P6 16:30-18:30, Thursday, June 26. http://www.robots.ox.ac.uk/~tvg/