I am professor in the Computer Science Department and a member of the Princeton Computer Graphics Group and PIXL. My work focuses on the interface between computers and the visual and tangible world: acquisition, representation, analysis, and fabrication of 3D shape, motion, surface appearance, and scattering. I am interested in algorithms for processing geometry and reflectance, including registration, matching, completion, hierarchical decomposition, symmetry analysis, sampling, and depiction. Applications of this work include documentation of cultural heritage artifacts and sites, appearance and performance capture for digital humans, and depiction through line drawings and non-photorealistic shading models.

  Recent

• "Reflectance Models," in Computer Vision: A Reference Guide (ed. Katsushi Ikeuchi), Springer, 2014.
• "AutoStyle: Automatic Style Transfer from Image Collections to Users' Images," (with Yiming Liu, Michael Cohen, and Matt Uyttendaele), Computer Graphics Forum (Proc. Eurographics Symposium on Rendering), Vol. 33, No. 4, 2014.
• "Computational Light Routing: 3D Printed Optical Fibers For Sensing and Display," (with Thiago Pereira and Wojciech Matusik), ACM Transactions on Graphics, 2014.
• "A No-Reference Metric for Evaluating The Quality of Motion Deblurring" (with Yiming Liu, Jue Wang, Sunghyun Cho, and Adam Finkelstein), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), Vol. 32, No. 6, 2013.
• "Design and Fabrication of Faceted Mirror Arrays for Light Field Capture" (with Martin Fuchs and Markus Kächele), Computer Graphics Forum, Vol. 32, No. 8, 2013.
• "Structure-Aware Hair Capture" (with Linjie Luo and Hao Li), ACM Transactions on Graphics (Proc. SIGGRAPH), Vol. 32, No. 4, 2013.
• "Wide-baseline Hair Capture using Strand-based Refinement" (with Linjie Luo, Cha Zhang, Zhengyou Zhang), Computer Vision and Pattern Recognition (CVPR), 2013.
• "Modeling the Past for Scholars and the Public," (with Joanna S. Smith), International Journal of Heritage in the Digital Era, Vol. 2, No. 1, 2013.

   Older...

• "Chopper: Partitioning Models into 3D-Printable Parts" (with Linjie Luo, Ilya Baran, and Wojciech Matusik), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), Vol. 31, No. 6, 2012.
• "Design and Fabrication of Faceted Mirror Arrays for Light Field Capture" (with Martin Fuchs and Markus Kächele), Workshop on Vision, Modeling and Visualization, 2012.
• "Analyzing and Simulating Fracture Patterns of Theran Wall Paintings" (with Hijung Shin, Christos Doumas, Thomas Funkhouser, Kenneth Steiglitz, Andreas Vlachopoulos, and Tim Weyrich), Journal on Computing and Cultural Heritage, Vol. 5, No. 3, 2012.
• "Modeling the Past: Digital Technologies and Excavations in Polis, Cyprus" (with Joanna S. Smith), LNCS 7616 (Proc. EuroMed), 2012.
• "Robust and Scientifically Reliable Rock Art Documentation from Digital Photographs" (with Mark Mudge, Carla Schroer, Tommy Noble, Neffra Matthews, and Corey Toler-Franklin), in A Companion to Rock Art (ed. Jo McDonald and Peter Veth), Wiley-Blackwell, 2012.
• "Tools for Virtual Reassembly of Fresco Fragments" (with Benedict Brown, Lara Laken, Philip Dutré, Luc Van Gool, and Tim Weyrich), International Journal of Heritage in the Digital Era, Vol. 1, No. 2, 2012.
• "Gamut Mapping Spatially Varying Reflectance with an Improved BRDF Similarity Metric" (with Thiago Pereira), Computer Graphics Forum (Proc. Eurographics Symposium on Rendering), Vol. 31, No. 4, 2012.
• "Multi-View Hair Capture Using Orientation Fields" (with Linjie Luo, Hao Li, Sylvain Paris, Thibaut Weise, and Mark Pauly), Computer Vision and Pattern Recognition (CVPR), 2012.
• "Temporally Coherent Completion of Dynamic Shapes" (with Hao Li, Linjie Luo, Daniel Vlasic, Pieter Peers, Jovan Popović, and Mark Pauly), ACM Transactions on Graphics, Vol. 31, No. 1, 2012.
• "Where Do People Draw Lines?" (with Forrester Cole, Aleksey Golovinskiy, Alex Limpaecher, Heather Stoddart Barros, Adam Finkelstein, and Thomas Funkhouser), Communications of the ACM, Vol. 55, No. 1, 2012.
• "Learning How to Match Fresco Fragments" (with Thomas Funkhouser, Hijung Shin, Corey Toler-Franklin, Antonio García Castañeda, Benedict Brown, David Dobkin, and Tim Weyrich), Journal on Computing and Cultural Heritage, Vol. 4, No. 2, 2011.
• "Global Consistency in the Automatic Assembly of Fragmented Artefacts" (with Antonio García Castañeda, Benedict Brown, Thomas Funkhouser, and Tim Weyrich), International Symposium on Virtual Reality, Archaeology, and Cultural Heritage (VAST), 2011.
• "Goal-Based Caustics" (with Marios Papas, Wojciech Jarosz, Wenzel Jakob, Wojciech Matusik, and Tim Weyrich), Computer Graphics Forum (Proc. Eurographics), Vol. 30, No. 2, 2011.
• "Learning How to Match Fresco Fragments" (with Thomas Funkhouser, Hijung Shin, Corey Toler-Franklin, Antonio García Castañeda, Benedict Brown, David Dobkin, and Tim Weyrich), Eurographics Area Track on Cultural Heritage, 2011.
• "Multi-Feature Matching of Fresco Fragments" (with Corey Toler-Franklin, Benedict Brown, Tim Weyrich, and Thomas Funkhouser), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), Vol. 29, No. 5, 2010.
• "Computational Highlight Holography" (with Christian Regg, Wojciech Matusik, and Markus Gross), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), Vol. 29, No. 5, 2010.
• "Tools for Virtual Reassembly of Fresco Fragments" (with Benedict Brown, Lara Laken, Philip Dutré, Luc Van Gool, and Tim Weyrich), International Conference on Science and Technology in Archaeology and Conservations, 2010.
• "Density-based Outlier Rejection in Monte Carlo Rendering" (with Christopher DeCoro and Tim Weyrich), Computer Graphics Forum (Proc. Pacific Graphics), Vol. 29, No. 7, 2010.
• "Analyzing Fracture Patterns in Theran Wall Paintings" (with Hijung Shin, Christos Doumas, Thomas Funkhouser, Kenneth Steiglitz, Andreas Vlachopoulos, and Tim Weyrich), International Symposium on Virtual Reality, Archaeology, and Cultural Heritage (VAST), 2010.
• "Physical Reproduction of Materials with Specified Subsurface Scattering" (with Miloš Hašan, Martin Fuchs, Wojciech Matusik, and Hanspeter Pfister), ACM Transactions on Graphics (Proc. SIGGRAPH), Vol. 29, No. 3, 2010.
• "Printing Spatially-Varying Reflectance" (with Wojciech Matusik, Boris Ajdin, Jinwei Gu, Jason Lawrence, Hendrik P.A. Lensch, and Fabio Pellacini), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), Vol. 28, No. 5, 2009.
• "Dynamic Shape Capture using Multi-View Photometric Stereo" (with Daniel Vlasic, Pieter Peers, Ilya Baran, Paul Debevec, Jovan Popović, and Wojciech Matusik), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), Vol. 28, No. 5, 2009.
• "Principles of Appearance Acquisition and Representation" (with Tim Weyrich, Jason Lawrence, Hendrik P.A. Lensch, and Todd Zickler), Foundations and Trends in Computer Graphics and Vision, Vol. 4, No. 2, 2009.
• "Fabricating Microgeometry for Custom Surface Reflectance" (with Tim Weyrich, Pieter Peers, and Wojciech Matusik), ACM Transactions on Graphics (Proc. SIGGRAPH), Vol. 28, No. 3, 2009.
• "How Well Do Line Drawings Depict Shape?" (with Forrester Cole, Kevin Sanik, Doug DeCarlo, Adam Finkelstein, Thomas Funkhouser, and Manish Singh), ACM Transactions on Graphics (Proc. SIGGRAPH), Vol. 28, No. 3, 2009.
• "Estimating the Laplace-Beltrami Operator by Restricting 3D Functions" (with Ming Chuang, Linjie Luo, Benedict Brown, and Michael Kazhdan), Symposium on Geometry Processing (SGP), 2009.
• "A Layered, Heterogeneous Reflectance Model for Acquiring and Rendering Human Skin" (with Craig Donner, Tim Weyrich, Eugene d'Eon, and Ravi Ramamoorthi), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), 2008.
• "Video Puppetry: A Performative Interface for Cutout Animation" (with Connelly Barnes, David E. Jacobs, Jason Sanders, Dan B Goldman, Adam Finkelstein, and Maneesh Agrawala), ACM Transactions on Graphics (Proc. SIGGRAPH Asia), 2008.
• "A System for High-Volume Acquisition and Matching of Fresco Fragments: Reassembling Theran Wall Paintings" (with Benedict Brown, Corey Toler-Franklin, Diego Nehab, Michael Burns, David Dobkin, Andreas Vlachopoulos, Christos Doumas, and Tim Weyrich), ACM Transactions on Graphics (Proc. SIGGRAPH), 2008.
• "Where Do People Draw Lines?" (with Forrester Cole, Aleksey Golovinskiy, Alex Limpaecher, Heather Stoddart Barros, Adam Finkelstein, and Thomas Funkhouser), ACM Transactions on Graphics (Proc. SIGGRAPH), 2008.
• "Dense 3D Reconstruction from Specularity Consistency" (with Diego Nehab and Tim Weyrich), Computer Vision and Pattern Recognition (CVPR), 2008.
• "Subtractive Shadows: A Flexible Framework for Shadow Level of Detail" (with Christopher DeCoro), Journal of Graphics Tools Vol. 13, No. 1, 2008.
• "Acquisition of Point-Sampled Geometry," in Point-Based Graphics (ed. Markus Gross and Hans-peter Pfister), Morgan Kaufmann, 2007.
• "Global Non-Rigid Alignment of 3-D Scans" (with Benedict Brown), ACM Transactions on Graphics (Proc. SIGGRAPH), 2007.
• "Digital Bas-Relief From 3D Scenes" (with Tim Weyrich, Jia Deng, Connelly Barnes, and Adam Finkelstein), ACM Transactions on Graphics (Proc. SIGGRAPH), 2007.
• "Multiscale Shape and Detail Enhancement from Multi-light Image Collections" (with Raanan Fattal and Maneesh Agrawala), ACM Transactions on Graphics (Proc. SIGGRAPH), 2007.
• "Factored Time-Lapse Video" (with Kalyan Sunkavalli, Wojciech Matusik, and Hanspeter Pfister), ACM Transactions on Graphics (Proc. SIGGRAPH), 2007.
• "Illustration of Complex Real-World Objects using Images with Normals" (with Corey Toler and Adam Finkelstein), Symposium on Non-Photorealistic Animation and Rendering (NPAR), 2007.
• "Highlight Lines for Conveying Shape" (with Doug DeCarlo), Symposium on Non-Photorealistic Animation and Rendering (NPAR), 2007.
• "Stylized Shadows" (with Christopher DeCoro, Forrester Cole, and Adam Finkelstein), Symposium on Non-Photorealistic Animation and Rendering (NPAR), 2007.
• "Symmetry-Enhanced Remeshing of Surfaces" (with Joshua Podolak and Aleksey Golovinskiy), Symposium on Geometry Processing (SGP), 2007.
• "Viewpoint-Coded Structured Light" (with Mark Young, Erik Beeson, James Davis, and Ravi Ramamoorthi), Computer Vision and Pattern Recognition (CVPR), 2007.
• "Inverse Shade Trees for Non-Parametric Material Representation and Editing" (with Jason Lawrence, Aner Ben-Artzi, Christopher DeCoro, Wojciech Matusik, Hanspeter Pfister, and Ravi Ramamoorthi), ACM Transactions on Graphics (Proc. SIGGRAPH), 2006.
• "A Compact Factored Representation of Heterogeneous Subsurface Scattering" (with Pieter Peers, Karl vom Berge, Wojciech Matusik, Ravi Ramamoorthi, Jason Lawrence, and Philip Dutré), ACM Transactions on Graphics (Proc. SIGGRAPH), 2006.
• "A Planar-Reflective Symmetry Transform for 3D Shapes" (with Joshua Podolak, Philip Shilane, Aleksey Golovinskiy, and Thomas Funkhouser), ACM Transactions on Graphics (Proc. SIGGRAPH), 2006.
• "A Statistical Model for Synthesis of Detailed Facial Geometry" (with Aleksey Golovinskiy, Wojciech Matusik, Hanspeter Pfister, and Thomas Funkhouser), ACM Transactions on Graphics (Proc. SIGGRAPH), 2006.
• "Exaggerated Shading for Depicting Shape and Detail" (with Michael Burns and Doug DeCarlo), ACM Transactions on Graphics (Proc. SIGGRAPH), 2006.
• "Improved Sub-pixel Stereo Correspondences through Symmetric Refinement" (with Diego Nehab and James Davis), International Conference on Computer Vision (ICCV), 2005.
• "Efficiently Combining Positions and Normals for Precise 3D Geometry" (with Diego Nehab, James Davis, and Ravi Ramamoorthi), ACM Transactions on Graphics (Proc. SIGGRAPH), 2005.
• "Line Drawings from Volume Data" (with Michael Burns, Janek Klawe, Adam Finkelstein, and Doug DeCarlo), ACM Transactions on Graphics (Proc. SIGGRAPH), 2005.
• "Atomic Volumes for Mesh Completion" (with Joshua Podolak), Symposium on Geometry Processing (SGP), 2005.
• "Adaptive Numerical Cumulative Distribution Functions for Efficient Importance Sampling" (with Jason Lawrence and Ravi Ramamoorthi), Eurographics Symposium on Rendering (EGSR), 2005.
• "Pose-independent Simplification of Articulated Meshes" (with Christopher DeCoro), Symposium on Interactive 3D Graphics (I3D), 2005.
• "Spacetime Stereo: A Unifying Framework for Depth from Triangulation" (with James Davis, Diego Nehab, and Ravi Ramamoorthi), IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Vol. 27, No. 2, Feb. 2005.
• "Non-Rigid Range Scan Alignment Using Thin-Plate Splines" (with Benedict Brown), Symposium on 3D Data Processing, Visualization, and Transmission (3DPVT), 2004.
• "Estimating Curvatures and Their Derivatives on Triangle Meshes," Symposium on 3D Data Processing, Visualization, and Transmission (3DPVT), 2004.
• "Efficient BRDF Importance Sampling Using a Factored Representation" (with Jason Lawrence and Ravi Ramamoorthi), ACM Transactions on Graphics (Proc. SIGGRAPH), 2004.
• "Shape Matching and Anisotropy" (with Michael Kazhdan and Thomas Funkhouser), ACM Transactions on Graphics (Proc. SIGGRAPH), 2004.
• "Modeling by Example" (with Thomas Funkhouser, Michael Kazhdan, Philip Shilane, Patrick Min, William Kiefer, Ayellet Tal, and David Dobkin), ACM Transactions on Graphics (Proc. SIGGRAPH), 2004.
• "Symmetry Descriptors and 3D Shape Matching" (with Michael Kazhdan and Thomas Funkhouser), Symposium on Geometry Processing (SGP), 2004.
• "Interactive Rendering of Suggestive Contours with Temporal Coherence" (with Doug DeCarlo and Adam Finkelstein), Symposium on Non-Photorealistic Animation and Rendering (NPAR), 2004.
• "A Reflective Symmetry Descriptor for 3D Models" (with Michael Kazhdan, Bernard Chazelle, David Dobkin, and Thomas Funkhouser), Algorithmica, Vol. 38, No. 1, Oct. 2003.
• "Geometrically Stable Sampling for the ICP Algorithm" (with Natasha Gelfand, Leslie Ikemoto, and Marc Levoy), International Conference on 3D Digital Imaging and Modeling (3DIM), 2003.
• "Suggestive Contours for Conveying Shape" (with Doug DeCarlo, Adam Finkelstein, and Anthony Santella), ACM Transactions on Graphics (Proc. SIGGRAPH), 2003.
• "Rotation Invariant Spherical Harmonic Representation of 3D Shape Descriptors" (with Michael Kazhdan and Thomas Funkhouser), Symposium on Geometry Processing (SGP), 2003.
• "Spacetime Stereo: A Unifying Framework for Depth from Triangulation" (with James Davis and Ravi Ramamoorthi), Computer Vision and Pattern Recognition (CVPR), 2003.
• "Real-Time 3D Model Acquisition" (with Olaf Hall-Holt and Marc Levoy), ACM Transactions on Graphics (Proc. SIGGRAPH), 2002.
• "Stripe Boundary Codes for Real-Time Structured-Light Range Scanning of Moving Objects" (with Olaf Hall-Holt), International Conference on Computer Vision (ICCV), 2001.
• "Efficient Variants of the ICP Algorithm" (with Marc Levoy), International Conference on 3D Digital Imaging and Modeling (3DIM), 2001.
• "Streaming QSplat: A Viewer for Networked Visualization of Large, Dense Models" (with Marc Levoy), Symposium on Interactive 3D Graphics (I3D), 2001.
• "The Digital Michelangelo Project: 3D Scanning of Large Statues" (with Marc Levoy, Kari Pulli, Brian Curless, Dave Koller, Lucas Pereira, Matt Ginzton, Sean Anderson, James Davis, Jeremy Ginsberg, Jonathan Shade, and Duane Fulk), Computer Graphics (Proc. SIGGRAPH), 2000.
• "QSplat: A Multiresolution Point Rendering System for Large Meshes" (with Marc Levoy), Computer Graphics (Proc. SIGGRAPH), 2000.
• "A New Change of Variables for Efficient BRDF Representation", Eurographics Workshop on Rendering, 1998.
• "Accurate Mass Spectrometry of Trapped Ions" (with Michael Bradley, Fred Palmer, D. Garrison, L. Ilich, and David E. Pritchard), Hyperfine Interactions, Vol. 108, No. 1-3, 1997.
• "Mass Spectroscopy at 0.1 Part Per Billion for Fundamental Metrology" (with Frank Difilippo, Vasant Natarjan, Michael Bradley, Fred Palmer, and David E. Pritchard), IEEE Transactions on Instrumentation and Measurement, April 1995.

• Course notes for "Computing Correspondences in Geometric Data Sets", presented at Eurographics 2011 (with Will Chang, Hao Li, Niloy Mitra, Mark Pauly, and Michael Wand).
• Course notes for "Line Drawings from 3D Models", presented at SIGGRAPH 2008 (with Forrester Cole, Doug DeCarlo and Adam Finkelstein).
• Course notes for "Principles of Appearance Acquisition and Representation", presented at SIGGRAPH 2008 (with Tim Weyrich, Jason Lawrence, Hendrik P. A. Lensch, and Todd Zickler).
• Course notes for "Principles of Appearance Acquisition and Representation", presented at ICCV 2007 (with Tim Weyrich, Jason Lawrence, Hendrik P. A. Lensch, and Todd Zickler).
• Course notes for "3D Scan Matching and Registration", presented at ICCV 2005 (with Benedict Brown and Michael Kazhdan).
• Course notes for "Line Drawings from 3D Models", presented at SIGGRAPH 2005 (with Doug DeCarlo and Adam Finkelstein).
• A quick writeup on deriving the equations of ICP and analyzing their stability for different surface shapes. Features the "psychedelic bunnies" - my contribution to the fine art of abusing the Stanford bunny. (Also see the geometrically stable sampling paper.)
• "Real-time Acquisition and Rendering of Large 3D Models", Ph.D. dissertation, Stanford University, 2001.
• Course notes for "3D Photography", presented at CVPR 1999 (with Brian Curless, Steve Seitz, Jean-Yves Bouguet, and Paul Debevec).
• "Projecting Color onto Michelangelo's Statues", a description of the color processing pipeline for the Digital Michelangelo Project.
• "A Survey of BRDF Representation for Computer Graphics"
• $1.42 and Amethyst - some pictures I made several years ago (with Lucas Pereira).
• "Simultaneous Two-Ion Mass Spectroscopy", Undergraduate Thesis, MIT, 1995.
• Some photographs.

• Xshade is an implementation of Exaggerated Shading.
• RTSC is a sample implementation of Real-Time Suggestive Contours.
• trimesh2 is a library and a set of utilities for reading, writing, and manipulating 3D triangle meshes. An older version is also available.
• qsplat is a multiresolution point rendering system for large scanned models.
• bv is a browser for various analytical BRDF models.

Current Ph.D. advisees:

• Sema Berkiten
• Xinyi Fan
• Yiming Liu
• Thiago Pereira

Others at Princeton:

• David Dobkin
• Adam Finkelstein
• Tom Funkhouser

Past Ph.D. advisees:

• Benedict Brown
• Chris DeCoro
• Jason Lawrence
• Linjie Luo
• Diego Nehab
• Joshua Podolak
• Corey Toler-Franklin

Past Masters advisees:

• Siyu Liu
• Tobechukwu Nwanna

Past postdocs:

• Martin Fuchs, Stuttgart
• Tim Weyrich, UCL

Other collaborators:

• Maneesh Agrawala, UC Berkeley
• James Davis, UC Santa Cruz
• Misha Kazhdan, Johns Hopkins
• Hao Li, USC
• Wojciech Matusik, MIT
• Pieter Peers, College of William & Mary
• Ravi Ramamoorthi, UC Berkeley
• Jue Wang, Adobe