Education |
Ph.D., Computer Science, May
2001. New York University, New York, NY Thesis: Algorithms for Rendering in Artistic Styles Thesis advisors: Ken Perlin and Denis Zorin M.S. Computer Science, January 1998 B.A. Computer Science and Art & Art
History, May 1996 |
Current Position |
Principal Scientist, Adobe Systems. San Francisco, CA. (Senior Research Scientist: October 2012-August 2016; Principal Scientist: Sep 2016-present). |
Affiliate Position |
Affiliate Professor, University of Washington Computer Science and Engineering Department (September 2005-present) |
Experience |
Professor, University of Toronto Computer Science Department, Toronto, ON. (Assistant: Jan 2003-June 2007; Associate: July 2007-June 2012; Full: July 2012-October 2013; Status-Only: October 2013-August 2019) Visiting Research Scientist, Pixar Animation Studios, Emeryville, CA. June 2009-February 2010. Acting Assistant Professor, University of Washington Computer Science and Engineering Department, Seattle, WA. Fall 2001 to December 2002. Research Intern, Microsoft Research, Redmond, WA. Summer, 2000. Research Assistant, Stanford Computer Science Department, Stanford, CA. Spring, 2000. Summer Intern, Mitsubishi Electric Research Laboratory, Cambridge, MA. Summer, 1999 Summer Intern, Interval Research Corporation, Palo Alto, CA. Summer, 1998 Summer Intern, NEC Research Institute, Princeton, NJ. Summer, 1997 Software Engineer, Stellartech Research Corporation, Mountain View, CA. Summer and Winter Breaks, 1992-1996 Student
Researcher, Rice University
Computer Science Department, Houston, TX. Summer, 1996 |
Professional Societies |
IEEE Fellow (elected 2020) |
Awards and Honors |
UIST Honorable Mention Paper Award, 2017 |
Conferences and Journals |
Editorial boards: Conference and workshop co-chair: Conference program committees: Guest Editor: Advisory board: Juries: |
Scholarly Publications |
Note: Most of my technical papers use the following convention for author order: student(s) first, then all other authors in alphabetical order.
BookP. Bénard, A. Hertzmann. Line Drawings from 3D Models. Foundations and Trends in Computer Graphics and Vision. 2019. Refereed journal papers (Visual perception venues)Aaron Hertzmann. The Choices Hidden in Photography. Journal of Vision. October 2022, Vol.22, 10. Aaron Hertzmann. The Role of Edges in Line Drawing Perception. Perception. Vol. 50, Issue 3, 2021. Aaron Hertzmann. Why Do Line Drawings Work? A Realism Hypothesis. Perception. 2020. Xi Wang, Zoya Bylinskii, Aaron Hertzmann, Robert Pepperell. Toward Quantifying Ambiguities in Artistic Images. ACM Trans. Applied Perception (TAP). 2020. (SAP Special Issue) Refereed journal papers (Art venues)Aaron Hertzmann. Visual Indeterminacy in GAN Art. Leonardo (SIGGRAPH Art Papers Issue), 2020 Aaron Hertzmann. Can Computers Create Art? Arts. 2018, 7, 18. Refereed journal papers (Computer science venues)Chenxi Liu, Pierre Bénard, Aaron Hertzmann, Shayan Hoshyari. ConTesse: Accurate Occluding Contours for Subdivision Surfaces. ACM Trans. on Graphics (TOG). 2023. Sean Liu, Maneesh Agrawala, Stephen DiVerdi, Aaron Hertzmann. ZoomShop: Depth-Aware Editing of Photographic Composition. Computer Graphics Forum (Proc. Eurographics). 2022. Jianan Li, Jimei Yang, Aaron Hertzmann, Jianming Zhang, Tingfa Xu. LayoutGAN: Synthesizing Graphic Layouts with Vector-Wireframe Adversarial Networks. IEEE Trans. PAMI. July 2021. Vol. 43, No. 7. Aaron Hertzmann. Computers Do Not Make Art, People Do. Communications of the ACM (CACM). May 2020 (Vol. 63, No. 5). Ana Serrano, Incheol Kim, Zhili Chen, Stephen DiVerdi, Diego Gutierrez, Aaron Hertzmann, Belen Masia. Motion parallax for 360o RGBD video. IEEE Trans. Vis. Comp. Graph. (IEEE VR 2019 special issue). Elena Balashova, Amit H. Bermano, Vladimir G. Kim, Stephen DiVerdi, Aaron Hertzmann, Thomas Funkhouser. Learning a Stroke-Based Representation for Fonts. Computer Graphics Forum. In press Balazs Kovacs, Peter O'Donovan, Kavita Bala, Aaron Hertzmann. Context-Aware Asset Search for Graphic Design. IEEE Trans. Vis. Comp. Graph. In press Li Yi, Leonidas Guibas, Aaron Hertzmann, Vladimir G. Kim, Hao Su, Ersin Yumer. Learning Hierarchical Shape Segmentation and Labeling from Online Repositories. ACM Trans. on Graphics (Proc. SIGGRAPH). 2017. Elena Garces, Aseem Agarwala, Aaron Hertzmann, Diego Gutierrez. Style-Based Exploration of Illustration Datasets. Multimedia Tools and Applications. 2016. Xiaoyong Shen, Aaron Hertzmann, Jiaya Jia, Sylvain Paris, Brian Price, Eli Shechtman, Ian Sachs. Automatic Portrait Segmentation for Image Stylization. Computer Graphics Forum (Proc. Eurographics). 2016. Tianqiang Liu, Aaron Hertzmann, Wilmot Li, Thomas Funkhouser. Style Compatibility For 3D Furniture Models. ACM Trans. Graphics (Proc. SIGGRAPH 2015). Gerard Pons-Moll, Jonathan Taylor, Jamie Shotton, Aaron Hertzmann, Andrew Fitzgibbon. Metric Regression Forests for Correspondence Estimation. Int. J. Comp. Vision. 113 (3), 163-175. 2015. Yanshuai Cao, Marcus Brubaker, David J. Fleet, Aaron Hertzmann. Efficient Optimization for Sparse Gaussian Process Regression IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI). Pierre Bénard, Aaron Hertzmann, Michael Kass. Computing Smooth Surface Contours with Accurate Topology, ACM Transactions on Graphics (TOG). 2014. Volume 33, Issue 2. Peter O'Donovan, Jānis Lībeks, Aseem Agarwala, Aaron Hertzmann. Exploratory Font Selection Using Crowdsourced Attributes. ACM Trans. on Graphics (Proc. SIGGRAPH). 2014. Vol. 33(4) Elena Garces, Aseem Agarwala, Diego Gutierrez, Aaron Hertzmann. A Similarity Measure for Illustration Style. ACM Trans. on Graphics (Proc. SIGGRAPH). 2014. Vol. 33(4) Peter O'Donovan, Aseem Agarwala, Aaron Hertzmann. Learning Layouts for Single-Page Graphic Designs, IEEE Transactions on Visualization and Computer Graphics (TVCG). Vol. 20(8), August 2014. Mazen Al Borno, Eugene Fiume, Aaron Hertzmann, Martin de Lasa. Feedback Control for Rotational Movements in Feature Space. Computer Graphics Forum (Proc. Eurographics). 2014 Mazen Al Borno, Martin de Lasa, Aaron Hertzmann. Trajectory Optimization for Full-Body Movements with Complex Contacts, IEEE Transactions on Visualization and Computer Graphics (TVCG). Vol. 19, No. 8. Aug 2013. Alex Colburn, Aseem Agarwala, Aaron Hertzmann, Brian Curless, Michael F. Cohen. Image-Based Remodeling. IEEE Trans. Visualization and Computer Graphics. Jan. 2013 (vol. 19 no. 1). pp. 56-66. Evangelos Kalogerakis, Derek Nowrouzezahrai, Simon Breslav, Aaron Hertzmann. Learning Hatching for Pen-and-Ink Illustration of Surfaces. ACM Trans. Graphics. Vol. 31, No. 1. 2012 Peter O'Donovan, Aseem Agarwala, Aaron Hertzmann. Color Compatibility From Large Datasets. ACM Trans. Graphics (Proc. SIGGRAPH). 2011. Peter O'Donovan, Aaron Hertzmann. AniPaint: Interactive Painterly Animation from Video. IEEE Trans. Visualization and Computer Graphics. March 2012. Vol. 18, No. 3. pages 475-487. Martin de Lasa, Igor Mordatch, Aaron Hertzmann. Feature-Based Locomotion Controllers. ACM Trans. Graphics (Proc. SIGGRAPH). July 2010. Igor Mordatch, Martin de Lasa, Aaron Hertzmann. Robust Physics-Based Locomotion Using Low-Dimensional Planning. ACM Trans. Graphics (Proc. SIGGRAPH). July 2010. Jack M. Wang, David J. Fleet, Aaron Hertzmann. Optimizing Walking Controllers for Uncertain Inputs and Environments. ACM Trans. Graphics (Proc. SIGGRAPH). July 2010. Evangelos Kalogerakis, Aaron Hertzmann, Karan Singh. Learning 3D Mesh Segmentation and Labeling. ACM Trans. Graphics (Proc. SIGGRAPH). July 2010. Dan B Goldman, Brian Curless, Aaron Hertzmann, Steven M. Seitz. Shape and Spatially-Varying BRDFs From Photometric Stereo. IEEE Trans. PAMI. June 2010. Marcus A. Brubaker, David J. Fleet, Aaron Hertzmann. Physics-based Person Tracking Using the Anthropomorphic Walker. International Journal of Computer Vision. March 2010. Vol. 87, Nos 1-2. Jack M. Wang, David J. Fleet, Aaron Hertzmann. Optimizing Walking Controllers. ACM Trans. on Graphics (Proc. SIGGRAPH Asia 2009). Vol. 28, No. 5. December 2009. Evangelos Kalogerakis, Derek Nowrouzezahrai, Patricio Simari, James McCrae, Aaron Hertzmann, Karan Singh. Data-driven curvature for real-time line drawing of dynamic scenes. ACM Trans. on Grahics. January 2009. Vol. 28, No. 1. Lorenzo Torresani, Aaron Hertzmann, Christoph Bregler. Non-Rigid Structure-From-Motion: Estimating Shape and Motion with Hierarchical Priors. IEEE Trans. PAMI. May 2008. Vol. 30, No. 5. pp. 878-892. Jack M. Wang, David J. Fleet, Aaron Hertzmann. Gaussian Process Dynamical Models for Human Motion. IEEE Trans. PAMI. February 2008. Vol. 30, No. 2. pp. 283-298. Seth Cooper, Aaron Hertzmann, Zoran Popović. Active Learning for Real-Time Motion Controllers. ACM Trans. on Graphics (Proc. SIGGRAPH). July 2007. Rob Fergus, Barun Singh, Aaron Hertzmann, Sam T. Roweis, William T. Freeman. Removing Camera Shake From A Single Photograph. ACM Trans. on Graphics (Proc. SIGGRAPH). July 2006. 25(3):787-794. C. Karen Liu, Aaron Hertzmann, Zoran Popović. Learning Physics-Based Motion Style with Nonlinear Inverse Optimization ACM Trans. on Graphics (Proc. SIGGRAPH). 2005. pp. 1071-1081. Aaron Hertzmann, Steven M. Seitz. Example-Based Photometric Stereo: Shape Reconstruction with General, Varying BRDFs. IEEE Trans. PAMI, August 2005. Vol. 27, No. 8, pp. 1254-1264. Aseem Agarwala, Aaron Hertzmann, David H. Salesin, Steven M. Seitz. Keyframe-Based Tracking for Rotoscoping and Animation. ACM Trans. on Graphics (Proc. SIGGRAPH). 2004. pp. 584-591. Keith Grochow, Steven L. Martin, Aaron Hertzmann, Zoran Popović. Style-Based Inverse Kinematics. ACM Trans. on Graphics (Proc. SIGGRAPH). 2004. pp. 522-531. Reviewed conference papersAaron Hertzmann. Toward Modeling Creative Processes for Algorithmic Painting. Proc. International Conference on Computational Creativity (ICCC). 2022. Davis Rempe, Tolga Birdal, Aaron Hertzmann, Jimei Yang, Srinath Sridhar, Leonidas Guibas. HuMoR: 3D Human Motion Model for Robust Pose Estimation Proc. Int. Conf. on Computer Vision (ICCV). 2021. Difan Liu, Matthew Fisher, Aaron Hertzmann, Evangelos Kalogerakis. Neural Strokes: Stylized Line Drawing of 3D Shapes Proc. Int. Conf. on Computer Vision (ICCV). 2021. Ruben Villegas, Duygu Ceylan, Aaron Hertzmann, Jimei Yang, Jun Saito. Contact-Aware Retargeting of Skinned Motion. Proc. Int. Conf. on Computer Vision (ICCV). 2021. Eric Härkönen, Aaron Hertzmann, Jaakko Lehtinen, Sylvain Paris. GANSpace: Discovering Interpretable GAN Controls Proc. Neural Information Processing Systems (NeurIPS). 2020. Camilo Fosco, Vincent Casser, Amish Kumar Bedi, Peter O'Donovan, Aaron Hertzmann, Zoya Bylinskii. Predicting Visual Importance Across Graphic Design Types. Proc. ACM User Interface Software and Technology (UIST). 2020. Davis Rempe, Leonidas Guibas, Aaron Hertzmann, Bryan C. Russell, Ruben Villegas, Jimei Yang. Contact and Human Dynamics from Monocular Video Proc. European Conf. on Computer Vision (ECCV). 2020. Minyoung Huh, Richard Zhang, Jun-Yan Zhu, Sylvain Paris, Aaron Hertzmann. Transforming and Projecting Images into Class-conditional Generative Networks. Proc. European Conf. on Computer Vision (ECCV). 2020. Difan Liu, Mohamed Nabail, Aaron Hertzmann, Evangelos Kalogerakis. Neural Contours: Learning to Draw Lines from 3D Shapes. Proc. CVPR 2020 Sean J. Liu, Maneesh Agrawala, Stephen DiVerdi, Aaron Hertzmann. View-Dependent Video Textures for 360o Video. Proc. UIST 2019. Yijun Li, Chen Fang, Aaron Hertzmann, Eli Shechtman, Ming-Hsuan Yang. Im2Pencil: Controllable Pencil Illustration from Photographs. Proc. CVPR 2019. Jianan Li, Tingfa Xu, Jianming Zhang, Aaron Hertzmann, Jimei Yang. LayoutGAN: Generating Graphic Layouts with Wireframe Discriminator. Proc. ICLR 2019 Cuong Nguyen, Feng Liu, Stephen DiVerdi, Aaron Hertzmann. Depth Conflict Reduction for Stereo VR Video Interfaces. Proc. CHI 2018 Michael J. Wilber, Chen Fang, Hailin Jin, Aaron Hertzmann, John Collomosse, Serge Belongie. BAM! The Behance Artistic Media Dataset for Recognition Beyond Photography. Proc. IEEE International Conference on Computer Vision (ICCV). 2017. Z. Bylinskii, N. W. Kim, P. O'Donovan, S. Alsheikh, S. Madan, H. Pfister, F. Durand, B. C. Russell, A. Hertzmann. Learning Visual Importance for Graphic Designs and Data Visualizations. Proc. User Interface Software and Technology (UIST). 2017. Cuong Nguyen, Stephen DiVerdi, Aaron Hertzmann, Feng Liu. CollaVR: Collaborative In-Headset Review for VR Video. Proc. User Interface Software and Technology (UIST). 2017. Leon Gatys, Alexander S. Ecker, Matthias Bethge, Aaron Hertzmann, Eli Shechtman. Controlling Perceptual Factors in Neural Style Transfer. Proc. IEEE Computer Vision and Pattern Recognition (CVPR). 2017. Cuong Nguyen, Stephen DiVerdi, Aaron Hertzmann, and Feng Liu. Vremiere: In-headset Virtual Reality Video Editing. Proc. CHI 2017 Maja Rudolph, Matthew D. Hoffman, Aaron Hertzmann. A Joint Model for Who-to-Follow and What-to-View Recommendations on Behance. Proc. MSM. 2016. Hamid Izadinia, Bryan Russell, Ali Farhadi, Matthew D. Hoffman, Aaron Hertzmann. Deep Classifiers from Image Tags in the Wild. Proc. Multimedia Commons 2015 Peter O'Donovan, Aseem Agarwala, Aaron Hertzmann. DesignScape: Design with Interactive Layout Suggestions. Proc. CHI 2015 Jian Zhao, Zhicheng Liu, Mira Dontcheva, Aaron Hertzmann, Alan Wilson. MatrixWave: Visual Comparison of Event Sequence Data. Proc. CHI 2015 Ronnachai Jaroensri, Sylvain Paris, Aaron Hertzmann, Vladimiar Bychkovsky, Frédo Durand. Predicting Range of Acceptable Photographic Tonal Adjustments. Proc. ICCP 2015 Babak Saleh, Aaron Hertzmann, Mira Dontcheva, Zhicheng Liu. Learning Style Similarity for Searching Infographics. Proc. GI 2015 Sergey Karayev, Matthew Trentacoste, Helen Han, Aseem Agarwala, Trevor Darrell, Aaron Hertzmann, Holger Winnemöller. Recognizing Image Style. Proc. BMVC 2014. Jun Xie, Aaron Hertzmann, Wilmot Li, Holger Winnemöller. PortraitSketch: Face Sketching Assistance for Novices. Proc. UIST 2014. Peter O'Donovan, Aseem Agarwala, Aaron Hertzmann. Collaborative Filtering of Color Aesthetics. Proc. Computational Aesthetics (CAe). 2014. Jonathan Taylor, Richard Stebbing, Varun Ramakrishna, Cem Keskin, Jamie Shotton, Shahram Izadi, Aaron Hertzmann, Andrew Fitzgibbon. User-Specific Hand Modeling from Monocular Depth Sequences. Proc. IEEE CVPR 2014. Michael Guerzhoy and Aaron Hertzmann. Learning Latent Factor Models of Human Travel for Travel Prediction and Analysis. In Proc. of the Canadian Conference on Artificial Intelligence, May 2014, Montreal, Quebec. Yanshuai Cao, Marcus Brubaker, David J. Fleet, Aaron Hertzmann. Efficient Optimization for Sparse Gaussian Process Regression. NIPS 2013. Gerard Pons-Moll, Jonathan Taylor, Jamie Shotton, Aaron Hertzmann, Andrew Fitzgibbon. Metric Regression Forests for Human Pose Estimation. British Machine Vision Conference (BMVC) 2013. Aaron Hertzmann. Non-Photorealistic Rendering and the Science of Art. Proc. NPAR 2010. Martin de Lasa, Aaron Hertzmann. Prioritized Optimization for Task-Space Control. IROS 2009. Evangelos Kalogerakis, Olga Vesselova, James Hays, Alexei A. Efros, Aaron Hertzmann. Image Sequence Geolocation with Human Travel Priors. Proc. IEEE ICCV 2009. Ian Vollick, Daniel Vogel, Maneesh Agrawala, Aaron Hertzmann. Specifying Label Layout Styles by Example. UIST 2007. pp. 221-230. Todd Goodwin, Ian Vollick, Aaron Hertzmann. Isophote Distance: A Shading Approach to Artistic Stroke Thickness. NPAR 2007. August 2007. pp. 53-62. Marcus Brubaker, David J. Fleet, Aaron Hertzmann. Physics-Based Person Tracking Using Simplified Lower-Body Dynamics. Proc. IEEE CVPR 2007. June 2007. pp. 1-8. Jack M. Wang, David J. Fleet, Aaron Hertzmann. Multifactor Gaussian Process Models for Style-Content Separation. ICML 2007. June 2007. pp. 975-982 C. Karen Liu, Aaron Hertzmann, Zoran Popović. Composition of Complex Optimal Multi-Character Motions. SCA 2006. pp. 215-222. Brett Allen, Brian Curless, Zoran Popović, Aaron Hertzmann. Learning a correlated model of identity and pose-dependent body shape variation for real-time synthesis. SCA 2006. pp. 147-156. Alexander Kolliopoulos, Jack M. Wang, Aaron Hertzmann. Segmentation-Based 3D Artistic Rendering. EGSR 2006. Nicosia, Cyprus. June 28, 2006. pp. 361-370. Jack M. Wang, David J. Fleet, Aaron Hertzmann. Gaussian Process Dynamical Models. NIPS 18, 2006. pp. 1441-1448. Aaron P. Shon, Keith Grochow, Aaron Hetzmann, Rajesh P. N. Rao. Learning Shared Latent Structure for Image Synthesis and Robotic Imitation, NIPS 18, 2006. pp. 1233-1240. Raquel Urtasun, David J. Fleet, Aaron Hertzmann, Pascal Fua. Priors for People Tracking from Small Training Sets. Proc. IEEE ICCV 2005. Beijing, China. October 18. pp. 403-410. Daniel B. Goldman, Brian Curless, Aaron Hertzmann, Steven M. Seitz. Shape and Spatially-Varying BRDFs from Photometric Stereo. Proc. IEEE ICCV 2005. Beijing, China. October 18. pp 341-348. Kannan Achan, Sam Roweis, Aaron Hertzmann, Brendan Frey. A Segment-Based Probabilistic Generative Model of Speech. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2005). Philadelphia, PA. Vol.5, pages 221-224. Lorenzo Torresani, Aaron Hertzmann. Automatic Non-Rigid 3D Modeling from Video. Proc. ECCV 2004. pp. 299-312. May, 2004. Prague, Czech Republic. Adrien Treuille, Aaron Hertzmann, Steven M. Seitz. Example-Based Stereo with General BRDFs. Proc. ECCV 2004. pp. 457-469. May, 2004. Prague, Czech Republic. Lorenzo Torresani, Aaron Hertzmann, Christoph Bregler. Learning Non-Rigid 3D Shape from 2D Motion. Proc. NIPS 2003. Vancouver, BC. pp. 1555-1562 Li Zhang, Brian Curless, Aaron Hertzmann, Steven M. Seitz. Shape and Motion under Varying Illumination: Unifying Structure from Motion, Photometric Stereo, and Multi-view Stereo. Proc. IEEE ICCV 2003. Nice, France. October 2003. pp. 618-625. Aaron Hertzmann, Steven M. Seitz. Shape and Materials by Example: A Photometric Stereo Approach. Proc. IEEE CVPR 2003. Madison, WI. June 2003. Vol. 1. pp. 533-540. Aaron Hertzmann, Nuria Oliver, Brian Curless, Steven M. Seitz. Curve Analogies. Proc. 13th Eurographics Workshop on Rendering, Pisa, Italy. June 26-28, 2002. pp. 233-245. Aaron Hertzmann. Fast Paint Texture. NPAR 2002: Second International Symposium on Non-Photorealistic Animation and Rendering. Annecy, France. June 3-5, 2002. pp. 91-96, 161. Chee Yap, Henning Biermann, Aaron Hertzmann, Chen Li, Jon Meyer, Hsing-Kuo Pao, Salvatore Paxia. A Different Manhattan Project: Automatic Statistical Model Generation. Proc. SPIE Visualization and Data Analysis 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. Lexing Ying, Aaron Hertzmann, Henning Biermann, Denis Zorin. Texture and Shape Synthesis on Surfaces. Proc. 12th Eurographics Workshop on Rendering. June 25-27, 2001. pp. 301-312. Aaron Hertzmann. Paint By Relaxation. Proc. Computer Graphics International 2001. July 3-6, 2001. pp. 47-54. Aaron Hertzmann, Denis Zorin. Illustrating smooth surfaces. SIGGRAPH 2000 Conference Proceedings. New Orleans, Louisiana. July 2000. pp. 517-526. Matthew Brand, Aaron Hertzmann. Style machines. SIGGRAPH 2000 Conference Proceedings. New Orleans, Louisiana. July 2000. pp. 183-192. Christoph Bregler, Aaron Hertzmann, Henning Biermann. Recovering Non-Rigid 3D Shape from Image Streams Proc. IEEE CVPR 2000. June 13-15, 2000. pp. 690-696. Aaron Hertzmann, Ken Perlin. Painterly Rendering for Video and Interaction. Proc. First International Symposium on Non-Photorealistic Animation and Rendering. June 5-7, 2000. pp. 7-12, 121. Aaron Hertzmann. Painterly Rendering with Curved Brush Strokes of Multiple Sizes. SIGGRAPH 98 Conference Proceedings. July, 1998. pp. 453-460. Reviewed workshop papersMaja R. Rudolph, Matthew Hoffman, Aaron Hertzmann. A Joint Model for Who-to-Follow and What-to-View Recommendations on Behance. Proc. MSM 2016 Michael Guerzhoy, Aaron Hertzmann. Learning Latent Factor Models of Human Travel. NIPS 2012 Workshop on Social Network and Social Media Analysis. Azeem Lakdawalla, Aaron Hertzmann. Shape from Video: Dense Shape, Texture, Motion and Lighting from Monocular Image Streams.. Workshop on Photometric Analysis for Computer Vision 2007. Rio de Janeiro, Brazil. 2007. Marcus Brubaker, David J. Fleet, Aaron Hertzmann. Physics-Based Human Pose Tracking. EHuM: Evaluation of Articulated Human Motion and Pose Estimation. Whistler, BC. December, 2006. Andrew Wright, Suresh Jagannathan, Cristian Ungureanu, Aaron Hertzmann. Compiling Java to a Typed Lambda-Calculus: A Preliminary Report. Proc. Second Intl. Workshop on Types in Compilation. Springer-Verlag LNCS 1473. March 1998. pp. 9-27. Other publicationsAlexei A. Efros, Aaron Hertzmann. Technical perspective: When the adversary is your friend. Communications of the ACM. 63 (11), 138-138 Leon A. Gatys, Matthias Bethge, Aaron Hertzmann, Eli Shechtman Preserving Color in Neural Artistic Style Transfer. arXiv:1606.05897. 2016 A. Hertzmann, V. Zordan. Introduction to CG&A Special Issue on Physics-Based Characters. IEEE Computer Graphics & Applications. vol. 31, no. 1, July/August 2011 Aaron Hertzmann. Introduction to Bayesian Learning. SIGGRAPH 2004 Course notes. 78 pages. Aaron Hertzmann. A Survey of Stroke-Based Rendering. IEEE Computer Graphics & Applications, Special Issue on Non-Photorealistic Rendering. July/August, 2003 (Vol. 23, No. 4) pp. 70-81. Aaron Hertzmann. Machine Learning for Computer Graphics: A Manifesto and Tutorial. Proc. Pacific Graphics 2003. Invited Paper. Banff, Alberta. October, 2003. pp. 22-36. Aaron Hertzmann. Introduction to 3D Non-Photorealistic Rendering: Silhouettes and Outlines. SIGGRAPH 99 Course Notes (Course on Non-Photorealistic Rendering). August 9, 1999. Technical reportsA. Hertzmann. Data Synthesis with Expectation-Maximization. University of Toronto Tech Report DGP-TR-2004-001. June 30, 2004. Aaron Hertzmann. Paint by Relaxation. NYU CS Technical Report 2000-801. May, 2000 Aaron Hertzmann. Interactive 3D Scene Reconstruction from Images. NYU CS Technical Report 1999-783. April 22, 1999. Henning Biermann, Aaron Hertzmann, Jon Meyer, Ken Perlin. Stateless Remote Environment Navigation with View Compression. NYU CS Technical Report 1999-784. April 22, 1999. Aaron Hertzmann, Trevor
Darrell. Hybrid rigid and
non-rigid image-based modeling of articulated figures. Interval
Research Corporation Technical Report 1998-045. |
News Articles |
Aaron Hertzmann. Give this AI a few words of description and it produces a stunning image – but is it art? The Conversation. June 10, 2022. Republished on Fast Company, The Daily Beast, World Economic Forum, Salon, and others. Aaron Hertzmann. Why would anyone buy crypto art – let alone spend millions on what’s essentially a link to a JPEG file?. The Conversation. March 15, 2021. Republished on The Daily Beast, Fast Company, Salon, and others. Aaron Hertzmann. New AI art has artists, collaborators wondering: Who gets the credit?. The Conversation, March 7, 2019. Republished on Huffington Post, CNN.com, FastCompany, Salon and others. |
Patents |
(I'm no longer keeping this list up-to-date with patents since 2020) DiVerdi et al. Collaborative Interaction with Virtual Reality Video. US Patent No. 10,613,703. April 7, 2020. Song et al. Automatically classifying and presenting digital fonts. US Patent No. 10,489,489. November 26, 2019. Kim et al. Segmenting three-dimensional shapes into labeled component shapes. US Patent No. 10,467,760. November 5, 2019. H. Winnemoeller, J. Xie, W. Li, A. Hertzmann. Providing drawing assistance using feature detection and semantic labeling. US Patent No. 10,235,897. March 19, 2019 Aaron P Hertzmann, Saining Xie, Bryan C Russell. Improved Training Data to Increase Pixel Labeling Accuracy. US Patent No. 10,032,092. July 24, 2018. Lubomira Dontcheva, Jian Zhao, Aaron Hertzmann, Alan Wilson, Zhicheng Liu. Providing visualizations of event sequence data. US Patent No 10,021,001. July 10, 2018. Ian Sachs, Xiaoyong Shen, Sylvain Paris, Aaron Hertzmann, Elya Shechtman, Brian Price. Utilizing deep learning for automatic digital image segmentation and stylization. US Patent No. 9,978,003. May 22, 2018 Aseem Agarwala, Mohammad Amin Sadeghi, Aaron Hertzmann. Automated decomposition of graphic designs. US Patent No. 9,972,107. May 15, 2018 Ian Sachs, Xiaoyong Shen, Sylvain Paris, Aaron Hertzmann, Elya Shechtman, Brian Price. Utilizing deep learning for automatic digital image segmentation and stylization. US Patent No. 9,773,196. September 26, 2017 Lubomira Dontcheva, Jian Zhao, Aaron Hertzmann, Alan Wilson, Zhicheng Liu. Providing visualizations of event sequence data. US Patent No. 9,577,897. February 21, 2017. Holger Winnemoeller, Jun Xie, Wilmot Li, Aaron Hertzmann. Providing drawing assistatnce using feature detection and semantic labeling. US Patent No. 9,495,581. November 15, 2016. Holger Winnemoeller, Jun Xie, Wilmot Li, Aaron Hertzmann. Geometrically and parametrically modifying user input to assist drawing. US Patent No. 9,305,382. April 5, 2016. Mohammad Rastegari, Aaron Hertzmann, Elya Shechtman. Image prior as a shared basis mixture model. US Patent No. 9,159,123. Oct 13, 2015. William T. Freeman, Robert Fergus, Barun Singh, Aaron Hertzmann, Sam T. Roweis. Removing camera shake from a single photograph using statistics of a natural image. US Patent No. 7,616,826. Nov 10, 2009. Aaron Hertzmann, Henning Biermann, Jon Meyer, Kenneth Perlin. Stateless remote environment navigation. US Patent No. 6,628,282. Sep 30, 2003. Aaron Hertzmann, Ken Perlin. Method and system for generating an image having a hand-painted appearance. US Patent No. 6,011,536. Jan. 2000. |
Art |
Illustrations for Modeling Trust Context in Networks, by Sibel Adali. Springer, 2013. Painterly animation for "The Spine" (2009), directed by Chris Landreth, produced by National Film Board of Canada and Copperheart Entertainment. Credit: "Rendering R&D" Erik Friedlander's Topaz. "Skin." DVD and VHS. Released February 14, 2000, on SIAM Records.
"Paint on Canvas."
Digital Arts & Culture 2001 art gallery. Providence, RI. April 26-28, 2001. "END-USER LICENSE AGREEMENT (EULA)." Digital Arts & Culture 2001 art gallery. Providence, RI. April 26-28, 2001. Painterly animation for
"Nickellennium," broadcast worldwide on Nickelodeon, Jan 1,
2000. Contributed to
"Mass
Hallucinations," work led by Trevor Darrell. Exhibitions: SIGGRAPH
98 Emerging Technologies; The Tech Museum of Innovation, San Jose,
CA, Oct 1998-Mar 1999. |
Teaching |
Click here for courses I've taught or organized |
Students |
Click here for student advising |
Presentations |
Public Events
SF SIGGRAPH Chapter, Oct 5, 2022. [video]. Conference Keynotes and Invited TalksSIGGRAPH Frontiers talk, August 10, 2022.ICCC Keynote, Bolzano, Italy, June 27. ICMV 2020. Nov 2, 2020. ACM Motion, Interaction, Games. Oct 17, 2020. ISVC, Oct 5 2020 Expressive 2019. Indian Conference on Computer Vision, Graphics and Image Processing. Chennai, India. December 13, 2010. Pacific Graphics 2003. Banff, AB. October 9, 2003. CAD/CG conference. Kunming, China. August 24, 2001. Workshop/Symposium Keynotes and Invited Talks
ICRA Workshop on Robotics and Art, panel May 23, 2022. SIGGRAPH Course Presentations
SIGGRAPH 2017 Course on Video for Virtual Reality. Los Angeles, CA, 2017. Departmental Colloquia and Other Talks
Meta AI, Oct 20, 2022. |