Learning in Graphics and Vision

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Manifesto

Aaron Hertzmann. Machine Learning for Computer Graphics: A Manifesto and Tutorial. Proc. Pacific Graphics 2003. Invited Paper. Banff, Alberta. October, 2003. pp. 22-36.

Animation

Keith Grochow, Steven L. Martin, Aaron Hertzmann, Zoran Popović. Style-Based Inverse Kinematics. ACM Trans. on Graphics (Proc. SIGGRAPH 2004). To appear.

L. Ikemoto and D.A. Forsyth, Enriching a Motion Collection by Transplanting Limbs. Proc. ACM Symposium on Computer Animation, 2004.

Okan Arikan, David A. Forsyth, James F. O'Brien. Motion Synthesis From Annotations. ACM Transactions on Graphics . 22(3) , pp. 402-408, 2003.

Okan Arikan, D. A. Forsyth. Synthesizing Constrained Motions from Examples. ACM Transactions on Graphics . 21(3) , pp. 483-490, 2002.

Tony Ezzat, Gadi Geiger, Tomaso Poggio. Trainable Videorealistic Speech Animation. ACM Transactions on Graphics . 21(3) , pp. 388-398, 2002.

Jehee Lee, Jinxiang Chai, Paul S. A. Reitsma, Jessica K. Hodgins, Nancy S. Pollard. Interactive Control of Avatars Animated With Human Motion Data. ACM Transactions on Graphics . 21(3) , pp. 491-500, 2002.

Petros Faloutsos, Michiel van de Panne, Demetri Terzopoulos. Composable Controllers for Physics-Based Character Animation. Proceedings of ACM SIGGRAPH 2001 . pp. 251-260, 2001.

Matthew Brand, Aaron Hertzmann. Style Machines. SIGGRAPH 2000 Conference Proceedings. New Orleans, Louisiana. July 2000. pp. 183-192.

R. Grzeszczuk, D. Terzopoulos, G. Hinton. NeuroAnimator: Fast Neural Network Emulation and Control of Physics-Based Models. Proceedings of ACM SIGGRAPH 98, Computer Graphics Proceedings, Annual Conference Series, pp. 9-20, 1998.

R. Grzeszczuk, D. Terzopoulos, G. Hinton. Fast Neural Network Emulation of Dynamical Systems for Computer Animation. In Advances in Neural Information Processing Systems: Proceedings of the 1998 Conference (NIPS11), MIT Press, pp. 882-888.

Christoph Bregler, Michele Covell, Malcolm Slaney. Video Rewrite: Driving Visual Speech with Audio. Proceedings of SIGGRAPH 97 . pp. 353-360, 1997.

R. Grzeszczuk, D. Terzopoulos. Automated Learning of Muscle-Actuated Locomotion Through Control Abstraction. Proceedings of ACM SIGGRAPH 95, Computer Graphics Proceedings, Annual Conference Series, pp. 63-70, 1995.

Reflectance Modeling from Images

M. A. O. Vasilescu and D. Terzopoulos. TensorTextures: Multilinear Image-Based Rendering. Proc. ACM SIGGRAPH 2004 Conference Los Angeles, CA, August, 2004, in press.

M. A. O. Vasilescu, D. Terzopoulos. Multilinear Subspace Analysis for Image Ensembles. Proc. Computer Vision and Pattern Recognition Conf. (CVPR '03) , Madison, WI, June, 2003.

Wojciech Matusik, Hanspeter Pfister, Matthew Brand, Leonard McMillan. A Data-Driven Reflectance Model. ACM Transactions on Graphics . 22(3) , pp. 759-769, 2003.

Wojciech Matusik, Hanspeter Pfister, Matthew Brand, Leonard McMillan. Efficient Isotropic BRDF Measurement. Eurographics Symposium on Rendering: 14th Eurographics Workshop on Rendering . pp. 241-248, 2003.

K. E. Hillesland, S. Molinov, R. Grzeszczuk. Nonlinear Optimization Framework for Image-Based Modeling on Programmable Graphics Hardware. ACM Transactions on Graphics, 22(3), pp. 925-934, 2003, (Proceedings of ACM SIGGRAPH 03).

W-C. Chen, J-Y. Bouguet, M. H. Chu, R. Grzeszczuk. Light Field Mapping: Efficient Representation and Hardware Rendering of Surface Light Fields. ACM Transactions on Graphics, 21 (3), pp. 447-456, 2002, (Proceedings of ACM SIGGRAPH 02).

Texture Synthesis and Image Processing

N. Jojic, B. Frey, A. Kannan. Epitomic Analysis of Appearance and Shape. ICCV 2003.

William T. Freeman, Thouis R. Jones, and Egon C. Pasztor, Example-Based Super-Resolution, IEEE Computer Graphics and Applications, March/April, 2002

Aaron Hertzmann, Charles E. Jacobs, Nuria Oliver, Brian Curless, David H. Salesin. Image Analogies. SIGGRAPH 2001 Conference Proceedings. August 12-17, 2001. pp. 327-340.

A. Efros and W. T Freeman, Image Quilting for Texture Synthesis and Transfer, SIGGRAPH 2001.

Visual Tracking

H. Sidenbladh, M. J. Black. Learning the Statistics of People in Images and Video. International Journal of Computer Vision. Vol. 54, Issue 1-3, pp. 183-209, Aug.-Oct. 2003.

D. Ramanan, D. A. Forsyth. Automatic Annotation of Everyday Movements. Neural Info. Proc. Systems (NIPS), Vancouver, Canada, Dec 2003.

T.F. Cootes, C.J. Taylor. Statistical Models of Appearance for Medical Image Analysis and Computer Vision. Proc. SPIE Medical Imaging 2001.

M. J. Black, D. J. Fleet. Probabilistic Detection and Tracking of Motion Boundaries. Int. J. of Computer Vision , 38(3):231-245, July 2000.

M. J. Black, A. Jepson. EigenTracking: Robust Matching and Tracking of Articulated Objects using a View-Based Representation. International Journal of Computer Vision, 26(1), pp. 63-84, 1998.

Shape Estimation from Images

Lorenzo Torresani, Aaron Hertzmann. Automatic Non-Rigid 3D Modeling from Video. Proc. ECCV 2004.

Lorenzo Torresani, Aaron Hertzmann, Christoph Bregler. Learning Non-Rigid 3D Shape from 2D Motion. Proc. NIPS 2003.

Brett Allen, Brian Curless, Zoran Popovic. The Space of Human Body Shapes: Reconstruction and Parameterization From Range Scans. ACM Transactions on Graphics . 22(3) , pp. 587-594, 2003.

Peter Sand, Leonard McMillan, Jovan Popovic. Continuous Capture of Skin Deformation. ACM Transactions on Graphics . 22(3) , pp. 578-586, 2003.

K. Murphy, A. Torralba, and W. T. Freeman, Using the Forest to See the Trees: A Graphical Model Relating Features, Objects, and Scenes. in Advances in Neural Information Processing Systems 16 (NIPS), Vancouver, BC, MIT Press, 2004.

A. Torralba and W. T. Freeman, Properties and Applications of Shape Recipes, IEEE Computer Vision and Pattern Recognition (CVPR), Madison, WI, June, 2003.

William T. Freeman and Antonio Torralba. Shape Recipes: Scene Representations that Refer to the Image. In Advances in Neural Information Processing Systems 15 (NIPS), MIT Press, 2003

Marshall F. Tappen, William T. Freeman and Edward H. Adelson Recovering Intrinsic Images from a Single Image. In Advances in Neural Information Processing Systems 15 (NIPS), MIT Press, 2003

A. Torralba, K. P. Murphy, W. T. Freeman, and M. A. Rubin, Context-Based Vision System for Place and Object Recognition, IEEE Intl. Conference on Computer Vision (ICCV), Nice, France, October, 2003.

Nicholas R. Howe, Michael E. Leventon, William T. Freeman, Bayesian Reconstruction of 3D Human Motion from Single-Camera Video. In Advances in Neural Information Processing Systems 12, edited by S. A. Solla, T. K. Leen, and K-R Muller, 2000.

Volker Blanz, Thomas Vetter. A Morphable Model for the Synthesis of 3D Faces. Proceedings of SIGGRAPH 99. pp. 187-194, 1999.

W. T. Freeman and P. A. Viola, Bayesian Model of Surface Perception , Neural Information Processing Systems, volume 10, pp. 787-793, 1998.