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Derek Hoiem
PhD Student

No longer a member of RI.

For more information, see my personal homepage.

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Research interest keywords

artificial intelligence, machine learning, and object recognition

Past Labs & Groups

Face Group - Robust detection, recognition, and tracking of human faces with automated analysis of expressions

Past Projects

Geometrically Coherent Image Interpretation - Understanding a 3D scene from a single image

Object Recognition Using Statistical Modeling - Automobile and human face detection via statistical modeling.

Recent publications [View all 17 publications]

• Closing the Loop on Scene Interpretation
  D. Hoiem, A.A. Efros, and M. Hebert
  Proc. Computer Vision and Pattern Recognition (CVPR), June, 2008.
  Download: pdf [5469 KB] copyrighted

• Learning to Find Object Boundaries Using Motion Cues
  A. Stein, D. Hoiem, and M. Hebert
  IEEE International Conference on Computer Vision (ICCV), October, 2007. [Abstract]
  Download: pdf [661 KB] copyrighted

• Recovering Occlusion Boundaries from a Single Image
  D. Hoiem, A. Stein, A.A. Efros, and M. Hebert
  International Conference on Computer Vision (ICCV), October, 2007. [Abstract]
  Download: pdf [2337 KB] copyrighted

• Recovering Surface Layout from an Image
  D. Hoiem, A.A. Efros, and M. Hebert
  International Journal of Computer Vision, Vol. 75, No. 1, October, 2007. [Abstract]
  Download: pdf [1887 KB] copyrighted

• Photo Clip Art
  J. Lalonde, D. Hoiem, A.A. Efros, C. Rother, J. Winn, and A. Criminisi
  ACM Transactions on Graphics (SIGGRAPH 2007), Vol. 26, No. 3, August, 2007. [Abstract]
  Download: pdf [15963 KB] copyrighted

• Seeing the World Behind the Image: Spatial Layout for 3D Scene Understanding
  D. Hoiem
  doctoral dissertation, tech. report CMU-RI-TR-07-28, Robotics Institute, Carnegie Mellon University, August, 2007. [Abstract]
  Download: pdf [6015 KB] copyrighted

• 3D LayoutCRF for Multi-View Object Class Recognition and Segmentation
  D. Hoiem, C. Rother, and J. Winn
  IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), June, 2007. [Abstract]
  Download: pdf [1132 KB] copyrighted

• Opportunistic use of vision to push back the path-planning horizon
  B. Nabbe, D. Hoiem, A.A. Efros, and M. Hebert
  Proceedings: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '06), October, 2006, pp. 2388 - 2393. [Abstract]
  Download: pdf [709 KB] copyrighted

• Putting Objects in Perspective
  D. Hoiem, A.A. Efros, and M. Hebert
  Proc. IEEE Computer Vision and Pattern Recognition (CVPR), Vol. 2, June, 2006, pp. 2137 - 2144. [Abstract]
  Download: pdf [4346 KB] copyrighted

• Semantic Learning for Audio Applications: A Computer Vision Approach
  R. Sukthankar, Y. Ke, and D. Hoiem
  2006 Conference on Computer Vision and Pattern Recognition Workshop, June, 2006, pp. 112. [Abstract]
  Download: pdf [398 KB] copyrighted