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Stable Neo-Hookean Flesh Simulation

Nonlinear hyperelastic energies play a key role in capturing the fleshy appearance of virtual characters. Real-world, volume-preserving biological tissues have Poisson’s ratios near 1/2, but numerical simulation within this regime is notoriously challenging. In order to robustly capture these visual characteristics, we present a novel... (more)

What Are Optimal Coding Functions for Time-of-Flight Imaging?

The depth resolution achieved by a continuous wave time-of-flight (C-ToF) imaging system is determined by the coding (modulation and demodulation)... (more)

Pressure Boundaries for Implicit Incompressible SPH

Implicit incompressible SPH (IISPH) solves a pressure Poisson equation (PPE). While the solution of the PPE provides pressure at fluid samples, the... (more)

FontCode: Embedding Information in Text Documents Using Glyph Perturbation

We introduce FontCode, an information embedding technique for text documents. Provided a text document with specific fonts, our method embeds user-specified information in the text by perturbing the glyphs of text characters while preserving the text content. We devise an algorithm to choose unobtrusive yet machine-recognizable glyph perturbations,... (more)

Discrete Geodesic Nets for Modeling Developable Surfaces

We present a discrete theory for modeling developable surfaces as quadrilateral meshes satisfying simple angle constraints. The basis of our model is... (more)

Precomputed Panel Solver for Aerodynamics Simulation

In this article, we introduce an efficient and versatile numerical aerodynamics model for general three-dimensional geometry shapes in potential flow.... (more)

Modeling n-Symmetry Vector Fields using Higher-Order Energies

We introduce a variational approach for modeling n-symmetry vector and direction fields on surfaces that supports interpolation and alignment... (more)

Integrating Clipped Spherical Harmonics Expansions

Many applications in rendering rely on integrating functions over spherical polygons. We present a new numerical solution for computing the integral... (more)

Second-Order Occlusion-Aware Volumetric Radiance Caching

We present a second-order gradient analysis of light transport in participating media and use this to develop an improved radiance caching algorithm... (more)

Semi-Supervised Co-Analysis of 3D Shape Styles from Projected Lines

We present a semi-supervised co-analysis method for learning 3D shape styles from projected feature lines, achieving style patch localization with... (more)

Spoke-Darts for High-Dimensional Blue-Noise Sampling

Blue noise sampling has proved useful for many graphics applications, but remains underexplored in... (more)

Natural Boundary Conditions for Smoothing in Geometry Processing

In geometry processing, smoothness energies are commonly used to model scattered data interpolation, dense data denoising, and regularization during... (more)

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About TOG

ACM TOG is the foremost peer-reviewed journal in the area of computer graphics. 

Recent impact factor calculations from Thomson Reuters give ACM TOG an impact factor of 4.096 and an Eigenfactor Score of 0.029, giving it the top ranking among the 104 journals in the Computer Science: Software Engineering category. 

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Forthcoming Articles
Spline Interface for Interactive Skinning Weight Editing

Despite the recent advances in automatic methods for computing skinning weights, manual intervention is still indispensable to produce high quality character deformation. However, current modeling software does not provide efficient tools for the manual definition of skinning weights. A widely used paint-based interface gives a users high degrees of freedom, but at the expense of significant efforts and time. This paper presents a novel interface for editing skinning weights based on splines, which represent the isolines of skinning weights on a mesh. When a user drags a small number of spline anchor points, our method updates the shape of the isolines and smoothly interpolates or propagates the weights while respecting the given iso-value on the spline. We introduce several techniques to enable the interface to run in real-time, and propose a particular combination of functions that generates appropriate skinning weight distribution over the surface given splines. Users can create skinning weight from the scratch by using our method. In addition, we present the spline and the gradient fitting methods that closely approximate an initial weight made by an automatic method or a paint interface, so that a user can modify the given weight with our spline interface.We show the effectiveness of our spline-based interface through a number of test cases.

Automatic Machine Knitting of 3D Meshes

We present the first computational approach that can transform 3D meshes, created by traditional modeling programs, directly into instructions for a computer-controlled knitting machine.Knitting machines are able to robustly and repeatably form knitted 3D surfaces from yarn, but have many constraints on what they can fabricate. Given user-defined starting and ending points on an input mesh, our system incrementally builds a helix-free, quad-dominant mesh with uniform edge lengths, runs a tracing procedure over this mesh to generate a knitting path, and schedules the knitting instructions for this path in a way that is compatible with machine constraints. We demonstrate our approach on a wide range of 3D meshes.

Physics-Inspired Garment Recovery from a Single-View Image

Most recent garment capturing techniques rely on acquiring multiple views of clothing, which may not always be readily available, especially in the case of pre-existing photographs from the web. As an alternative, we propose a method that is able to compute a rich and realistic 3D model of a human body and its outfits from a single photograph with little human interaction. Our algorithm is not only able to capture the global shape and geometry of the clothing, it can also extract small but important details of cloth, such as occluded wrinkles and folds. Unlike previous methods using full 3D information (i.e. depth, multi-view images, or sampled 3D geometry), our approach achieves detailed garment recovery from a single-view image by using statistical, geometric, and physical priors and a combination of parameter estimation, semantic parsing, shape recovery, and physics-based cloth simulation. We demonstrate the effectiveness of our algorithm by re-purposing the reconstructed garments for virtual try-on and garment transfer applications, as well as cloth animation for digital characters.

Active Animations of Reduced Deformable Models with Environment Interactions

We present an efficient spacetime optimization method to automatically generate animations for a general volumetric, elastically deformable body. Our approach can model the interactions between the body and the environment and automatically generate active animations. We model the frictional contact forces using contact invariant optimization and the fluid drag forces using a simplified model. To handle complex objects, we use a reduced deformable model and present a novel hybrid optimizer to search for the local minima efficiently. This allows us to use long-horizon motion planning to automatically generate animations such as walking, jumping, swimming, and rolling. We evaluate the approach on different shapes and animations, including deformable body navigation and combining with an open-loop controller for realtime forward simulation.

Real-time High-accuracy 3D Reconstruction with Consumer RGB-D Cameras

We present an integrated approach for reconstructing high-fidelity 3D models using consumer RGB-D cameras. RGB-D registration and reconstruction algorithms are prone to errors from scanning noise, making it hard to perform 3D reconstruction accurately. The key idea of our method is to assign a probabilistic uncertainty model to each depth measurement, which then guides the scan alignment and depth fusion. This allows us to effectively handle inherent noise and distortion in depth maps while keeping the overall scan registration procedure under the iterative closest point (ICP) frame-work for simplicity and efficiency. We further introduce a local-to-global, submap-based, and uncertainty-aware global pose optimization scheme to improve scalability and guarantee global model consistency. Finally, we have implemented the proposed algorithm on the GPU, achieving real-time 3D scanning frame rates and updating the reconstructed model on-the-fly. Experimental results on simulated and real-world data demonstrate that the proposed method outperforms state-of-the-art systems in terms of the accuracy of both recovered camera trajectories and reconstructed models.

Locally Adaptive Rank-Constrained Optimal Tone Mapping

High dynamic range (HDR) tone mapping is formulated as an optimization problem of maximizing perceivable spatial details given the limited dynamic range of display devices. This objective can be attained, as supported by our results, by a novel image display methodology called locally adaptive rank-constrained optimal tone mapping (LARCOTM). The scientific basis for LARCOTM is that the maximum discrimination power of human vision system can only be achieved in a relatively small locality of an image. LARCOTM is fundamentally different from existing HDR tone mapping techniques in that the former can preserve pixel value order statistics within localities in which human foveal vision retains maximum sensitivity, while the latter cannot. As a result, images enhanced by LARCOTM are free of artifacts such as halos and double edges that plague other HDR methods.

Efficient and Accurate Collision Response for Elastically Deformable Models

Simulating (elastically) deformable models that can collide with each other and with the environment remains a challenging task. The resulting contact problems can be elegantly approached using Lagrange multipliers to represent the unknown magnitude of the response forces. Typical methods construct and solve a Linear Complementarity Problem (LCP) to obtain the response forces. This requires the inverse of the generalized mass matrix, which is in general hard to obtain for deformable-body problems. In this paper we tackle such contact problems by directly solving the Mixed Linear Complementarity Problem (MLCP) and omitting the construction of an LCP matrix. Since the MLCP is equivalent to a convex quadratic program subject to inequality constraints, we propose to use a Conjugate Residual (CR) solver as the backbone of our collision-response system. We also propose a simple yet efficient preconditioner that ensures faster convergence. Finally, our approach is faster than existing methods (at the same accuracy), and it allows accurate treatment of friction.

Methodology for Assessing Mesh-based Contact Point Methods

Computation of contact points is a critical sub-component for physics based animation. The success and correctness of simulation results are very sensitive to the quality of the contact points. Hence, quality plays a critical role when comparing methods and is highly relevant for simulating objects with sharp edges. The importance of contact point quality is largely overlooked and lacks rigor and as such may become a bottleneck in moving the research field forward. We establish a taxonomy of contact point generation methods, and lay down an analysis of what normal contact quality implies. The analysis enables us to establish a novel methodology for assessing and studying quality. The core is based on a test-suite of one complex pillar and 8 simple pitfall examples. We apply our methodology to 8 local contact point generation methods and conclude from these studies that the selected local methods are inferior in terms of providing 100% correct information in all cases. The benefit of the proposed methodology is a foundation for others to select a local method bet- ter suitable, meaning lesser evil, for their specific application context. In the longer perspective the presented work strongly suggest future research to focus on semi-local methods.

The Design and Evolution of Disney's Hyperion Renderer

Walt Disney Animation Studios has transitioned to path-traced global illumination as part of a progression of brute-force physically based rendering in the name of artist efficiency. To achieve this without compromising our geometric or shading complexity, we built our Hyperion renderer based on a novel architecture that extracts traversal and shading coherence from large, sorted ray batches. In this paper we describe our architecture and discuss our design decisions. We also explain how we are able to provide artistic control in a physically based renderer, and we demonstrate through case studies how we have benefited from having a proprietary renderer that can evolve with production needs.

Analytic Eigensystems for Isotropic Distortion Energies

Many strategies exist for optimizing non-linear distortion energies in geometry and physics applications, but devising an approach that achieves the convergence promised by Newton-type methods remains challenging. In order to guarantee the positive semi-definiteness required by these methods, a numerical eigendecomposition or approximate regularization is usually needed. In this paper, we present analytic expressions for the eigensystems at each quadrature point of a wide range of isotropic distortion energies. These systems can then be used to project energy Hessians to positive semi-definiteness analytically. Unlike previous attempts, our formulation provides compact expressions that are valid both in 2D and 3D, and does not introduce spurious degeneracies. At its core, our approach utilizes the invariants of the stretch tensor that arises from the polar decomposition of the deformation gradient. We provide closed-form expressions for the eigensystems for all these invariants, and use them to systematically derive the eigensystems of any isotropic energy. Our results are suitable for geometry optimization over flat surfaces or volumes, and agnostic to both the choice of discretization and basis function. To demonstrate the efficiency of our approach, we include comparisons against existing methods on common graphics tasks such as surface parameterization and volume deformation.

Iterative Depth Warping and Its Applications

This article presents an iterative backward-warping technique and its applications. It predictively synthesizes depth buffers for novel views. Our solution is based on the fixed-point iteration that converges quickly in practice. Unlike this previous technique, our solution is a purely backward warping without using bidirectional sources. To efficiently seed the iterative process, we also propose a tight bounding method for motion vectors. Non-convergent depth holes are inpainted via deep depth buffers. Our solution works well with arbitrarily distributed motion vectors under moderate motions. Many scenarios can benefit from our depth warping. As an application, we propose a highly scalable image-based occlusion-culling technique, achieving a significant speedup compared to the state of the art. We also demonstrate the benefit of our solution in multi-view soft-shadow generation.

Dataset and metrics for predicting local visible differences

A large number of imaging and computer graphics applications require localized information on the visibility of image distortions. Existing image quality metrics are not suitable for this task as they provide a single quality value per image. Existing visibility metrics produce visual difference maps, and are specifically designed for detecting just noticeable distortions but their predictions are often inaccurate. In this work, we argue that the key reason for this problem is the lack of large image collections with a good coverage of possible distortions that occur in different applications. To address the problem, we collect an extensive dataset of reference and distorted image pairs together with user markings indicating whether distortions are visible or not. We propose a statistical model that is designed for the meaningful interpretation of such data, which is affected by visual search and imprecision of manual marking. We use our dataset for training existing metrics and we demonstrate that their performance significantly improves. We show that our dataset with the proposed statistical model can be used to train a new CNN-based metric, which outperforms the existing solutions. We demonstrate the utility of such a metric in visually lossless JPEG compression, super-resolution and watermarking.

Directing Cinematographic Drones

Quadrotor drones equipped with high quality cameras have rapidely raised as novel, cheap and stable devices for filmmakers. While professional drone pilots can create aesthetically pleasing videos in short time, the smooth  and cinematographic  control of a camera drone remains challenging for most users, despite recent tools that either automate part of the process or enable the manual design of waypoints to create drone trajectories. This paper proposes to move a step further towards more accessible cinematographic drones by designing techniques to automatically or interactively plan quadrotor drone motions in 3D dynamic environments that satisfy both cinematographic and physical quadrotor constraints. We first propose the design of a Drone Toric Space as a dedicated camera parameter space with embedded constraints and derive some intuitive on-screen viewpoint manipulators. Second, we propose a specific path planning technique which ensures both that cinematographic properties can be enforced along the path, and that the path is physically feasible by a quadrotor drone. At last, we build on the Drone Toric Space and the specific path planning technique to coordinate the motion of multiple drones around dynamic targets. A number of results then demonstrate the interactive and automated capacities of our approaches on a number of use-cases.

RenderMan: An Advanced Path Tracing Architecture for Movie Rendering

Pixar's RenderMan renderer is used to render all of Pixar's films, and by many film studios to render visual effects for live-action movies. RenderMan started as a scanline renderer based on the Reyes algorithm, and was extended over the years with ray tracing and several global illumination algorithms. This paper describes the modern version of RenderMan, a new architecture for an extensible and programmable path tracer with many features that are essential to handle the fiercely complex scenes in movie production. Users can write their own materials using a bxdf interface, and their own light transport algorithms using an integrator interface -- or they can use the materials and light transport algorithms provided with RenderMan. Complex geometry and textures are handled with efficient multi-resolution representations, with resolution chosen using path differentials. We trace rays and shade ray hit points in medium-sized groups, which provides the benefits of SIMD execution without excessive memory overhead or data streaming. The path-tracing architecture handles surface, subsurface, and volume scattering. We show examples of the use of path tracing, bidirectional path tracing, VCM, and UPBP light transport algorithms. We also describe our progressive rendering for interactive use and our adaptation of denoising techniques.

Axis-Aligned Height-Field Block Decomposition of 3D Shapes

Subtractive manufacturing technologies, such as 3-axis milling, add a useful tool to the digital manufacturing arsenal. However, each milling pass using such machines can only carve a single height-field, defined with respect to the machine tray. We enable fabrication of general shapes using 3-axis milling, providing a robust algorithm to decompose any shape into a few height-field blocks. Such blocks can be manufactured with a single milling pass and then assembled to form the target geometry. Computing such decompositions requires solving a complex discrete optimization problem, variants of which are known to be NP-hard. We propose a two-step process, based on the observation that if the height-field directions are constrained to the major axes we can guarantee a valid decomposition starting from a suitable surface segmentation. Our method first produces a compact set of large, possibly overlapping, height-field blocks that jointly cover the model surface. We then compute an overlap-free decomposition via a combination of cycle elimination and topological sorting on a graph. The algorithm produces a compact set of height-field blocks that jointly describe the input model and satisfy all manufacturing constraints. We demonstrate our method on a range of inputs, and showcase several real life models manufactured using our technique.

Manuka: A batch-shading architecture for spectral path tracing in movie production

The Manuka rendering architecture has been designed to enable visually rich computer generated imagery for visual effects in movie production. This means supporting extremely complex geometry, texturing and shading. In the current generation of renderers, it is essential to support very accurate global illumination as a means to naturally tie together different assets in a picture. This is achieved with Monte Carlo path tracing, using a paradigm often called shade on hit, in which the renderer alternates tracing rays with running shaders on the various ray hits. The shaders take the role of generating the inputs of the local material structure which is then used by path sampling logic to evaluate contributions and to inform what further rays to cast through the scene. We propose a shade before hit paradigm instead and minimise I/O strain on the system, leveraging locality of reference by running pattern generation shaders before we execute light transport simulation by path sampling. We describe a full architecture built around this approach, featuring spectral light transport and a flexible implementation of multiple importance sampling, resulting in a system able to support a comparable amount of extensibility to what made the reyes rendering architecture successful over many decades.

Arnold: A Brute-force Production Path Tracer

Arnold is a physically-based renderer for feature-length animation and visual effects. Arnold has been created to take on the challenge of making the simple and elegant approach of brute-force Monte Carlo path tracing practical for production rendering. Achieving this requires building a robust piece of ray tracing software that can ingest large amounts of geometry with detailed shading and lighting and produce images with high fidelity, while scaling well with the available memory and processing power. Arnold's guiding principles are to expose as few controls as possible, provide rapid feedback to artists, and adapt to various production workflows. In this paper we describe its architecture with a focus on the design and implementation choices made during its evolutionary development to meet the aforementioned requirements and goals. Arnold's workhorse is a unidirectional path tracer that avoids the use of hard to manage and artifact-prone caching and sits on top of a ray tracing engine optimized to shoot and shade billions of spatially incoherent rays throughout a scene. A comprehensive API provides the means to configure and extend the system's functionality, to describe a scene, render it, and write the results to dis

Editing Fluid Animation using Flow Field Interpolation

The computational cost for creating realistic fluid animations by numerical simulation is generally expensive. In digital production environments, existing precomputed fluid animations are often reused for different scenes in order to reduce the cost of creating scenes containing fluids. However, applying the same animation to different scenes often produces unacceptable results, so the animation needs to be edited. In order to help animators with the editing process, we develop a novel method for synthesizing the desired flow fields by combining existing flow field data. Our system allows the user to place flow fields at desired positions, and combine them by interpolation at the boundaries between these flow fields, to synthesize a new flow field. The interpolation of the flow fields is realized by minimizing an energy function, which is designed to satisfy the incompressible Navier-Stokes equations. Our method focuses on smoke simulations defined on a uniform grid. We demonstrate the potential of our method by showing a set of examples, including a large-scale sandstorm created from a few flow fields simulated in a small-scale space.

An Omnistereoscopic Video Pipeline for Capture and Display of Real-World VR

In this paper we describe a complete pipeline for the capture and display of real-world Virtual Reality video content, based on the concept of omnistereoscopic panoramas. We address important practical and theoretical issues that have remained undiscussed in previous works. On the capture side we show how high quality omnistereo video can be generated from a sparse set of cameras (16 in our prototype array) instead of the hundreds of input views previously required. Despite the sparse number of input views, our approach allows for high quality, real-time virtual head motion, thereby providing an important additional cue for immersive depth perception compared to static stereoscopic video. We also provide an in depth analysis of the required camera array geometry in order to meet specific stereoscopic output constraints, which is fundamental for achieving a plausible and fully controlled VR viewing experience. Finally, we describe additional insights on how to integrate omnistereo video panoramas with rendered CG content. We provide qualitative comparisons to alternative solutions, including depth-based view synthesis and the Facebook Surround 360 system. In summary, this paper provides a first complete guide and analysis for reimplementing a system for capturing and displaying real-world VR, which we demonstrate on several real-world examples captured with our prototype.

Surface Reconstruction Based on Modified Gauss Formula

In this paper, we introduce a surface reconstruction method that can perform gracefully with non-uniformly-distributed, noisy, and even sparse data. We reconstruct the surface by estimating an implicit function and then obtain a triangle mesh by extracting an iso-surface from it. Our implicit function takes advantage of both the indicator function and the signed distance function. It is dominated by the indicator function at the regions away from the surface and approximates the signed distance function near the surface. On one hand, it is well defined over the entire space so that the extracted iso-surface must lie near the underlying true surface and is free of spurious sheets. On the other hand, thanks to the nice properties of the signed distance function, a smooth iso-surface can be extracted using the approach of marching cubes with simple linear interpolations. More importantly, our implicit function can be estimated directly from an explicit integral formula without solving any linear system. This direct approach leads to a simple, accurate and robust reconstruction method, which can be paralleled with little overhead. We apply our method to both synthetic and real-world scanned data and demonstrate the accuracy, robustness and efficiency of our method.

A Quantitative Perceptual Model for Tactile Roughness

Everyone uses the sense of touch to explore the world, and roughness is one of the most important qualities in tactile perception. Roughness is a major identifier for judgments of material composition, comfort and friction, and it is tied closely to manual dexterity. The advent of high-resolution 3D printing technology provides the ability to fabricate arbitrary 3D textures with surface geometry that confers haptic properties. In this work, we address the problem of mapping object geometry to tactile roughness. We fabricate a set of carefully designed stimuli and use them in experiments with human subjects to build a perceptual space for roughness. We then match this space to a quantitative model obtained from strain fields derived from elasticity simulations of the human skin contacting the texture geometry, drawing from past research in neuroscience and psychophysics. We demonstrate how this model can be applied to predict and alter surface roughness, and we show several applications in the context of fabrication.

Bibliometrics

Publication Years 1982-2018
Publication Count 3155
Citation Count 93820
Available for Download 3153
Downloads (6 weeks) 26038
Downloads (12 Months) 353803
Downloads (cumulative) 3742057
Average downloads per article 1187
Average citations per article 30
First Name Last Name Award
Aseem Agarwala ACM Doctoral Dissertation Award
Honorable Mention (2006) ACM Doctoral Dissertation Award
Honorable Mention (2006)
Narendra Ahuja ACM Fellows (1996)
Kurt B Akeley ACM Fellows (1996)
Ronald M Baecker ACM Fellows (2011)
Chandrajit L. Bajaj ACM Fellows (2009)
Alan H Barr ACM Fellows (1995)
Benjamin B Bederson ACM Distinguished Member (2011)
Kellogg S. Booth ACM Distinguished Member (2009)
ACM Senior Member (2009)
Alan H Borning ACM Fellows (2001)
Ronan Boulic ACM Senior Member (2006)
Achi Brandt SIAM/ACM Prize in Computational Science and Engineering (2005)
Frederick Brooks ACM-IEEE CS Eckert-Mauchly Award (2004)
ACM A. M. Turing Award (1999)
ACM AAAI Allen Newell Award (1994)
ACM Fellows (1994)
ACM Distinguished Service Award (1987)
William A.S. Buxton ACM Fellows (2008)
Stuart K. Card ACM Fellows (2000)
Bernard Chazelle ACM Fellows (1996)
Bing-Yu Chen ACM Senior Member (2011)
Michael F. Cohen ACM Fellows (2007)
Rob Cook ACM Fellows (1999)
Seth Cooper ACM Doctoral Dissertation Award (2011)
Thomas DeFanti ACM Fellows (1994)
Outstanding Contribution to ACM Award (1988)
James Demmel ACM Paris Kanellakis Theory and Practice Award (2014)
ACM Fellows (1999)
David P Dobkin ACM Fellows (1997)
Fredo Durand ACM Fellows (2016)
David S Ebert ACM Senior Member (2009)
Alexei A. Efros ACM Prize in Computing (2016)
David Eppstein ACM Fellows (2011)
Irfan A Essa ACM Senior Member (2008)
Adam Finkelstein ACM Fellows (2014)
James D Foley ACM Fellows (1999)
David Forsyth ACM Fellows (2013)
William Freeman ACM Fellows (2016)
Henry Fuchs ACM Fellows (1995)
Robert M Geist ACM Distinguished Member (2009)
Michael L Gleicher ACM Distinguished Member (2011)
Mashhuda Glencross ACM Senior Member (2017)
Shyamnath Gollakota ACM Doctoral Dissertation Award (2012)
Donald Greenberg ACM Fellows (1995)
Markus Gross ACM Fellows (2012)
Leonidas Guibas ACM AAAI Allen Newell Award (2007)
ACM Fellows (1999)
Baining Guo ACM Fellows (2011)
John Guttag ACM Fellows (2006)
Pat Hanrahan ACM Fellows (2008)
David Harel ACM Software System Award (2007)
ACM Fellows (1994)
ACM Karl V. Karlstrom Outstanding Educator Award (1992)
Haitham Hassanieh ACM Doctoral Dissertation Award (2016)
Aaron Hertzmann ACM Distinguished Member (2015)
Derek Hoiem ACM Doctoral Dissertation Award
Honorable Mention (2008) ACM Doctoral Dissertation Award
Honorable Mention (2008)
Hugues Hoppe ACM Fellows (2011)
Mark A Horowitz ACM Fellows (2003)
Hui Huang ACM Senior Member (2016)
Warren Alva Hunt ACM Distinguished Member (2015)
ACM Senior Member (2013)
Victoria L Interrante ACM Senior Member (2007)
Robert J.K. Jacob ACM Fellows (2016)
Odest Chadwicke Jenkins ACM Senior Member (2017)
Takeo Kanade ACM AAAI Allen Newell Award (2010)
ACM Fellows (1999)
Michael Kass ACM Fellows (2017)
Dina Katabi ACM Prize in Computing (2017)
ACM Fellows (2013)
ACM Grace Murray Hopper Award (2012)
ACM Doctoral Dissertation Award
Honorable Mention (2003)
Donald E Knuth ACM Fellows (1994)
ACM Software System Award (1986)
ACM A. M. Turing Award (1974)
ACM Grace Murray Hopper Award (1971)
Daphne Koller ACM Prize in Computing (2007)
Marc Levoy ACM Fellows (2007)
Henry M Levy ACM Fellows (1996)
Ming C Lin ACM Fellows (2011)
Jock D Mackinlay ACM Distinguished Member (2013)
Dinesh Manocha ACM Fellows (2009)
Scott A Mitchell ACM Senior Member (2009)
Michael Mitzenmacher ACM Fellows (2014)
J Nievergelt ACM Fellows (1995)
James F. O'Brien ACM Distinguished Member (2009)
Dan R Olsen ACM Fellows (2006)
Ming Ouhyoung ACM Senior Member (2007)
John Douglas Owens ACM Distinguished Member (2017)
Renato Pajarola ACM Senior Member (2016)
Franco P Preparata ACM Fellows (1995)
Abtin Rahimian ACM Gordon Bell Prize
Performance (2010) ACM Gordon Bell Prize
Performance (2010)
Ravi Ramamoorthi ACM Fellows (2017)
ACM Distinguished Member (2015)
Sandy Ressler ACM Senior Member (2009)
Jarek Rossignac ACM Senior Member (2013)
Holly E Rushmeier ACM Fellows (2016)
ACM Distinguished Member (2006)
David H Salesin ACM Fellows (2002)
Hanan Samet ACM Paris Kanellakis Theory and Practice Award (2011)
ACM Fellows (1996)
Peter Schroeder ACM Fellows (2015)
Micha Sharir ACM Fellows (1997)
Stuart Shieber ACM Fellows (2014)
Ben Shneiderman ACM Fellows (1997)
Jeremy Sugerman ACM Software System Award (2009)
Subhash Suri ACM Fellows (2010)
ACM Distinguished Member (2007)
Ivan Sutherland ACM Fellows (1994)
ACM Software System Award (1993)
ACM A. M. Turing Award (1988)
Richard Szeliski ACM Fellows (2008)
Shang-Hua Teng ACM Fellows (2009)
Demetri Terzopoulos ACM Fellows (2007)
Matthew A Turk ACM Senior Member (2007)
Baba C Vemuri ACM Fellows (2009)
Jeffrey S Vetter ACM Distinguished Member (2012)
ACM Gordon Bell Prize
Performance (2010)
J Turner Whitted ACM Fellows (1995)
Kai Xu ACM Senior Member (2017)
KangKang Yin ACM Senior Member (2016)
Sung-Eui Yoon ACM Senior Member (2018)
Eugene Zhang ACM Senior Member (2010)
Lixia Zhang ACM Fellows (2006)
Yuanyuan Zhou ACM Fellows (2013)
ACM Distinguished Member (2011)
Denis Zorin ACM Gordon Bell Prize
Performance (2010) ACM Gordon Bell Prize
Performance (2010)
Michael J Zyda ACM Senior Member (2009)
Andries van Dam ACM Fellows (1994)
ACM Karl V. Karlstrom Outstanding Educator Award (1993)
Andries van Dam ACM Fellows (1994)
ACM Karl V. Karlstrom Outstanding Educator Award (1993)

First Name Last Name Paper Counts
Daniel Cohen-Or 88
Frédo Durand 77
Wojciech Matusik 72
Hans Seidel 66
Baining Guo 64
Markus Groß 62
Kun Zhou 57
Ravi Ramamoorthi 53
Niloy Mitra 50
Heungyeung Shum 43
Jessica Hodgins 37
Leonidas Guibas 35
Eitan Grinspun 35
Ramesh Raskar 34
Szymon Rusinkiewicz 34
Alla Sheffer 33
Steve Marschner 33
Maneesh Agrawala 33
Doug James 33
Peter Wonka 32
Hugues Hoppe 32
Kavita Bala 32
Fabio Pellacini 32
Mathieu Desbrun 32
Pat Hanrahan 31
Mark Pauly 30
Henrik Jensen 29
James O'Brien 29
Jovan Popović 28
Yaron Lipman 28
Bernd Bickel 27
Olga Sorkine-Hornung 27
Hujun Bao 27
Wojciech Jarosz 27
Takeo Igarashi 26
Zoran Popović 26
Dani Lischinski 25
Daniele Panozzo 24
Shimin Hu 24
Derek Nowrouzezahrai 24
Yizhou Yu 24
Richard Szeliski 24
Hao Zhang 23
Oliver Deussen 23
Michiel Van De Panne 23
Denis Zorin 23
Wolfgang Heidrich 23
Hanspeter Pfister 23
Shree Nayar 22
Michael Cohen 22
Diego Gutierrez 22
Johannes Kopf 22
Adam Finkelstein 22
Tientsin Wong 22
Hui Huang 22
Jan Kautz 22
Greg Turk 21
Liyi Wei 21
Helmut Pottmann 20
Jaakko Lehtinen 20
Ronald Fedkiw 20
George Drettakis 20
Peter Schröder 20
Eli Shechtman 20
Vladlen Koltun 20
Wilmot Li 20
Christian Theobalt 20
Thomas Funkhouser 19
Sylvain Lefebvre 19
Stelian Coros 19
Pieter Peers 19
Dinesh Manocha 19
Robert Bridson 19
Jason Lawrence 19
Karol Myszkowski 19
David Salesin 19
Matthias Nießner 19
Bernhard Thomaszewski 19
Dinesh Pai 18
Raanan Fattal 18
Aseem Agarwala 18
Matthias Zwicker 18
Chris Wojtan 18
Marc Alexa 18
Ariel Shamir 18
Bedřich Beneš 17
William Freeman 17
Ladislav Kavan 17
Paul Debevec 17
Gordon Wetzstein 16
Julie Dorsey 16
Olga Sorkine 16
Leif Kobbelt 16
C Liu 16
Jinxiang Chai 16
Changxi Zheng 16
Tobias Ritschel 16
Sylvain Paris 16
Piotr Didyk 16
Tao Ju 15
Michael Zollhöfer 15
Ilya Baran 15
Kai Xu 15
Jernej Barbič 15
Marie Cani 15
David Levin 15
Marco Tarini 15
John Snyder 15
Andrei Sharf 15
Brian Curless 15
Alec Jacobson 15
Yue Dong 15
Miguel Otaduy 15
Tomas Akenine-Möller 15
Vladimir Kim 15
Bruno Lévy 15
Adrien Bousseau 15
Baoquan Chen 14
Weiwei Xu 14
Diego Nehab 14
Tony DeRose 14
Xin Tong 14
Ming Lin 14
Marc Levoy 14
Wenzel Jakob 14
Jaroslav Křivánek 14
Bruce Walter 14
Thabo Beeler 14
Stephen Lin 14
Danny Kaufman 14
Yang Liu 14
Nathan Carr 14
Nils Thuerey 14
Shuang Zhao 14
Toshiya Hachisuka 14
Ofir Weber 13
Shahram Izadi 13
Eftychios Sifakis 13
Huamin Wang 13
Wenping Wang 13
Andrew Selle 13
Chikeung Tang 13
Matthias Hullin 13
Marc Stamminger 13
Connelly Barnes 13
Carol O'Sullivan 13
Douglas Lanman 13
Kalyan Sunkavalli 13
Jian Sun 13
Tim Weyrich 13
Donald Greenberg 13
Matthew Fisher 13
Steven Seitz 12
Aaron Hertzmann 12
Ulrich Pinkall 12
Michael Goesele 12
Singbing Kang 12
Michael Kazhdan 12
Hao Zhang 12
Jin Huang 12
Fernando De Goes 12
Daniel Aliaga 12
Christopher Batty 12
Etienne Vouga 12
Alexei Efros 12
Johannes Wallner 12
Timo Aila 12
Holly Rushmeier 12
Craig Gotsman 12
Yotam Gingold 12
Karan Singh 12
JeHee Lee 12
Xin Tong 12
Alexander Hornung 12
Pierre Alliez 12
Oliver Van Kaick 12
Kayvon Fatahalian 12
Jonathan Ragan-Kelley 12
Dan Goldman 12
Elmar Eisemann 12
Rasmus Tamstorf 11
Jiaya Jia 11
Derek Bradley 11
Felix Heide 11
Shinjiro Sueda 11
Keenan Crane 11
Maks Ovsjanikov 11
Scott Schaefer 11
KangKang Yin 11
David Luebke 11
Adrien Treuille 11
Christian Theobalt 10
Sylvain Paris 10
David Bommes 10
Adam Bargteil 10
Rafał Mantiuk 10
Minglun Gong 10
Baoquan Chen 10
Yingqing Xu 10
Tongyee Lee 10
John Hart 10
Pitchaya Sitthi-amorn 10
Justin Solomon 10
Jiaping Wang 10
Andrew Adams 10
Philip Dutré 10
Markus Gross 10
Robert Sumner 10
Joseph Teran 10
Abhijeet Ghosh 10
Rahul Narain 10
Carsten Dachsbacher 10
François Sillion 10
Yiying Tong 10
Nicolas Ray 9
Ruizhen Hu 9
Noam Aigerman 9
Michael Gleicher 9
Michael Black 9
Pradeep Sen 9
Evangelos Kalogerakis 9
Jue Wang 9
Joe Warren 9
Paolo Cignoni 9
Phengann Heng 9
Mirela Ben-Chen 9
Nico Pietroni 9
Min Kim 9
Lingqi Yan 9
Qiming Hou 9
Rui Wang 9
Marcel Campen 9
Jarek Rossignac 9
Nancy Pollard 9
Amir Vaxman 9
Hao Li 9
Jan Novák 9
Pascal Barla 9
Hendrik Lensch 9
Todd Zickler 8
Roi Poranne 8
Charles Loop 8
Chiwing Fu 8
Eugene Zhang 8
Marcus Magnor 8
Martin Kilian 8
Edward Adelson 8
François Faure 8
Victor Ostromoukhov 8
Mark Horowitz 8
Tomoyuki Nishita 8
Long Quan 8
Peter Belhumeur 8
Sofien Bouaziz 8
Matt Uyttendaele 8
Michael Wimmer 8
Nuttapong Chentanez 8
Craig Donner 8
Aljoscha Smolić 8
James Tompkin 8
Cyril Soler 8
Michael Garland 8
Miloš Hašan 8
Chongyang Ma 8
Saikit Yeung 8
Tunç Aydın 8
Daniel Sýkora 8
Demetri Terzopoulos 8
Eugene Fiume 8
Hongbo Fu 8
Peter Sloan 8
Manuel Oliveira 8
Robert Sumner 8
Qixing Huang 8
Tamy Boubekeur 8
Jörg Peters 8
Ping Tan 8
John Hughes 7
Tianjia Shao 7
John Owens 7
Noah Snavely 7
Junyong Noh 7
Floraine Berthouzoz 7
Ligang Liu 7
Yoshinori Dobashi 7
Sören Pirk 7
Marc Pollefeys 7
Brian Barsky 7
Petrik Clarberg 7
Taku Komura 7
Mario Botsch 7
Shiqing Xin 7
Ariel Shamir 7
David Forsyth 7
William Mark 7
Brian Wyvill 7
Paul Beardsley 7
Gilbert Bernstein 7
Michael Rubinstein 7
Daniel Vlasic 7
Linjie Luo 7
Emily Whiting 7
Dongming Yan 7
Ravi Ramamoorthi 7
Xin Tong 7
Theodore Kim 7
Stephen DiVerdi 7
Oliver Wang 7
Tiantian Liu 7
Belen Masia 7
Max Wardetzky 7
Laurent Belcour 7
Duygu Ceylan 7
Ayellet Tal 7
Peter Shirley 7
Matthias Müller 7
Ron Goldman 7
Dinesh Manocha 7
Anton Kaplanyan 7
Doug Decarlo 7
Nicholas Vining 7
Moritz Bächer 7
Nima Kalantari 7
Sunghee Lee 7
John Lewis 7
Tim Foley 6
Andrew Nealen 6
Zeev Farbman 6
Yongjoon Lee 6
Tim Hawkins 6
Honghua Li 6
Ligang Liu 6
Kurt Akeley 6
David Cohen-Steiner 6
Andrea Tagliasacchi 6
Ken Museth 6
Pedro Sander 6
John Keyser 6
Zhong Ren 6
Anat Levin 6
Frank Losasso 6
Hyeongseok Ko 6
Gabriel Brostow 6
Jacob Munkberg 6
Hao Su 6
Boris Neubert 6
Xinguo Liu 6
Ondřej Jamriška 6
Zhigang Deng 6
Srinivasa Narasimhan 6
Martin Banks 6
Mark Meyer 6
Menglei Chai 6
Samuel Hasinoff 6
Erik Reinhard 6
Okan Arikan 6
Sungeui Yoon 6
Valerio Pascucci 6
Matthew Hirsch 6
Yongliang Yang 6
Wenping Wang 6
Rachel McDonnell 6
Roger Hersch 6
Leonard McMillan 6
Anjul Patney 6
Aaron Hertzmann 6
Lapfai Yu 6
Qionghai Dai 6
Ivo Ihrke 6
Kari Pulli 6
Samuli Laine 6
Cem Yuksel 6
Derek Bradley 6
Hao Li 6
Chiewlan Tai 6
Yuting Ye 6
James Ferwerda 6
Thomas Funkhouser 6
Chenfanfu Jiang 6
Nobuyuki Umetani 6
Klaus Hildebrandt 6
Adrian Jarabo 6
Yonghao Yue 6
Shimin Hu 6
Chandrajit Bajaj 6
Florence Bertails-Descoubes 6
Elaine Cohen 6
Shahar Kovalsky 6
Jon Hasselgren, 6
David Dobkin 6
Ersin Yumer 6
Solomon Boulos 6
Bart Adams 6
Peng Song 6
Ibraheem Alhashim 6
Stefan Jeschke 6
Enrico Puppo 6
Eric Heitz 6
Yaser Sheikh 6
Mélina Skouras 6
Aaron Lefohn 5
Adam Arbree 5
Julien Pettré 5
Youngjun Kim 5
Lvdi Wang 5
Carsten Dachsbacher 5
Charles Zitnick 5
Arno Zinke 5
Xiaohan Shi 5
Xin Tong 5
Daniel Cohen-Or 5
Amit Bermano 5
Miika Aittala 5
Chen Greif 5
Feng Xu 5
Ignacio Garcia-Dorado 5
Hao Zhang 5
Michael Wand 5
Siddhartha Chaudhuri 5
Gaël Guennebaud 5
Nicolas Bonneel 5
Rui Wang 5
Thorsten Thormählen 5
Philipp Slusallek 5
Paul Kry 5
Xin Sun 5
Yanlin Weng 5
Yungyu Chuang 5
Paul Asente 5
Paul Guerrero 5
James McCann 5
Chenglei Wu 5
Christoph Von Tycowicz 5
James Hays 5
Yushuen Wang 5
Igor Mordatch 5
Johannes Schmid 5
Sebastian Martin 5
Jonathan Shewchuk 5
Jay Busch 5
Carsten Rother 5
Makoto Okabe 5
Kiriakos Kutulakos 5
Jérémie Dumas 5
Greg Ward 5
Xiaoming Fu 5
Miloš Hašan 5
Ravish Mehra 5
Martin Šik 5
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John Anderson 5
Manolis Savva 5
Jack Tumblin 5
Alec Rivers 5
Craig Schroeder 5
David Harmon 5
Ren Ng 5
Tobias Pfaff 5
Simon Fuhrmann 5
Joëlle Thollot 5
Jonathantyler Moon 5
Naga Govindaraju 5
Changxi Zheng 5
Andreas Weber 5
Graham Fyffe 5
Romain Vergne 5
Breannan Smith 5
Adriana Schulz 5
Oliver Bimber 5
David Levin 5
Michael Nielsen 5
Nicolas Holzschuch 5
Reinhard Klein 5
Olga Sorkine 5
Martin Bokeloh 5
Jun Mitani 5
Shai Avidan 5
Patrick Mullen 5
Yingge Qu 5
Thomas Sederberg 5
Siddhartha Chaudhuri 5
Aron Monszpart 5
Mingming Cheng 5
Christian Schulz 5
Martin Fuchs 5
Norman Badler 5
Sunil Hadap 5
Brian Guenter 5
Jianyuan Min 5
Gaurav Chaurasia 5
Ying He 5
Bingyu Chen 5
Amit Agrawal 5
Roland Fleming 5
Seungyong Lee 5
Aleksey Golovinskiy 5
Libin Liu 5
Andrew Jones 5
Niloy Mitra 5
James Gregson 5
Jianmin Zheng 5
Ulf Assarsson 5
Ashish Myles 5
Min Tang 5
Ralph Martin 5
Gabriel Taubin 5
Christoph Bregler 5
Sebastian Thrun 5
Ares Lagae 5
Desai Chen 5
Yiying Tong 5
Matthias Teschner 5
Abe Davis 5
Kevin Wampler 5
Ramesh Raskar 5
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Iman Sadeghi 5
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Jungdam Won 4
Guofu Xie 4
Theodore Gast 4
Robert Carroll 4
Lei Yang 4
Jonathan Denning 4
Leventburak Kara 4
Nathan Mitchell 4
Radomír Měch 4
Gerard Pons-Moll 4
Shihong Xia 4
Benjamin Gilles 4
Alexey Stomakhin 4
Otmar Hilliges 4
Steffen Weißmann 4
Peter Kaufmann 4
Art Tevs 4
Yukun Lai 4
Ken Perlin 4
Emily Cooper 4
Daniel Cohen-Or 4
Satoshi Iizuka 4
Jonàs Martínez 4
Kun Xu 4
David Jacobs 4
Vitor Pamplona 4
Billy Chen 4
Simon Heinzle 4
Yanyun Chen 4
Jeongmo Hong 4
Soheil Darabi 4
Jos Stam 4
Jie Tan 4
Mehmet Yümer 4
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Hao Pan 4
Miles Macklin 4
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Fuchung Huang 4
Angela Dai 4
Kenny Mitchell 4
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Jonathan Dupuy 4
Robert Klassen 4
Peer Bremer 4
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Soham Mehta 4
John Snyder 4
Kai Hormann 4
Scott Hudson 4
William Cowan 4
Yueshan Xiong 4
Jiawen Chen 4
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Mark Meyer 4
Tamar Shinar 4
Ralph Martin 4
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Yin Li 4
Bin Wang 4
Chen Cao 4
Nikunj Raghuvanshi 4
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Eugene D'Eon 4
Carl Schissler 4
Wolfgang Heidrich 4
Mridul Aanjaneya 4
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Jonathan Barron 4
Tiberiu Popa 4
Neel Joshi 4
Dingzeyu Li 4
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Xueming Yu 4
Kartic Subr 4
Xi Wang 4
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Victor Zordan 4
Sungyong Shin 4
Michael Schwarz 4
Moshe Mahler 4
Naureen Mahmood 4
Liwen Hu 4
Felix Knöppel 4
Gabriel Peyré 4
Kenshi Takayama 4
Bochang Moon 4
Marios Papas 4
Noa Fish 4
Holger Theisel 4
Ronen Basri 4
Yeongho Seol 4
Binhhuy Le 4
Ashok Veeraraghavan 4
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Rodolfo Lima 4
Dan Olsen 4
Dmitry Sokolov 4
Gilles Daviet 4
Xueting Liu 4
Manfred Lau 4
Li Xu 4
Levi Valgaerts 4
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Weiwen Feng 4
Neil Dodgson 4
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Uri Ascher 4
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Kevin Egan 4
Wenping Wang 4
Pramook Khungurn 4
Pierre Laffont 4
Neal Wadhwa 4
Zhili Chen 4
Narendra Ahuja 4
Shihao Wu 4
Hans Ebke 4
Christopher Twigg 4
Edilson De Aguiar 4
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Taipang Wu 4
Ian McDowall 4
Ligang Liu 4
Claude Knaus 4
Qixing Huang 4
Alexander Schiftner 4
Liangliang Nan 4
Jason Sewall 4
Tamal Dey 4
Lee Markosian 4
Anselm Grundhöfer 4
Mira Dontcheva 4
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Yanir Kleiman 4
Chengcheng Tang 4
Katherine Breeden 4
Andrew Fitzgibbon 4
James Hegarty 4
Zachary DeVito 4
Akash Garg 4
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Julio Marco 4
Dieter Schmalstieg 4
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Ming Lin 4
Michael Neff 4
Hongzhi Wu 4
Jonas Unger 4
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Charles Han 4
Chaohui Shen 4
Bo Sun 4
Basile Audoly 4
Martin Wicke 4
Forrester Cole 4
Robert Cook 4
Falai Chen 4
Ran Gal 4
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A Öztireli 4
Pascal Müller 4
Javier Romero 4
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Ming Chuang 4
John Beatty 4
Yebin Liu 4
Timothy Langlois 4
Yong He 4
Michael Brown 4
Ari Rappoport 4
Helge Rhodin 4
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Baoyuan Wang 4
Damien Rohmer 4
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Philippe Beaudoin 4
Jack Wang 4
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Dhruv Mahajan 4
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Jue Wang 4
Michael Burns 4
Aditi Majumder 4
Jakub Fišer 4
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Fanglue Zhang 4
C Liu 4
Yağiz Aksoy 4
Lin Lu 4
Rasmus Barringer 4
Juyong Zhang 4
Chunxu Xu 3
Michael Rabinovich 3
Iliyan Georgiev 3
Scott Schaefer 3
James Gain 3
Amy Gooch 3
Takaaki Shiratori 3
Yin Yang 3
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Michael Kass 3
Michael Holroyd 3
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Shizhe Zhou 3
Natasha Gelfand 3
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Mariette Yvinec 3
Peng Zhao 3
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Lu Yuan 3
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Bojian Wu 1
Haichao Zhu 1
Mikihiro Hagiwara 1
Florian Rist 1
Y Rao 1
E Fielding 1
Yao Wang 1
Pierre Jodoin 1
Christian Rodriguez 1
Kentaro Toyama 1
Pascal Guitton 1
Kevin Moule 1
Federico Ponchio 1
Frank Nielsen 1
Praveen Srinivasan 1
Bruno Heidelberger 1
Janek Klawe 1
Patrick Ledda 1
Bill Chiu 1
Bennett Wilburn 1
Yuanzhen Li 1
Yuanzhen Li 1
Philippe Massicotte 1
Daniel Sandin 1
Keith O'Conor 1
James Rehg 1
Lin Xia 1
Maarten Van Emmerik 1
Steven Molnar 1
Jiří Žára 1
Hamid Tairi 1
Yongyoung Byun 1
Taejoon Kim 1
Oktar Ozgen 1
Alexis Haraux 1

Affiliation Paper Counts
Universite Paris 13 1
Pacific Northwest National Laboratory 1
National Institute of Standards and Technology 1
Norwegian University of Science and Technology 1
Roma Tre University 1
Lahore University of Management Sciences 1
Universite de Cergy-Pontoise 1
Computer and Automation Research Institute Hungarian Academy of Sciences 1
Tokai University 1
Istituto Trentino di Cultura-Centro per la Ricerca Scientifica e Tecnologica 1
Sogang University 1
University of Copenhagen 1
Intuitive Surgical 1
Ludwig Boltzmann Institute 1
Smith Kettlewell Eye Research Institute 1
Naval Postgraduate School 1
Karlsruhe Institute of Technology, Campus South 1
Air Force Research Laboratory 1
University of Ioannina 1
IBM, USA 1
Instituto de Telecomunicacoes 1
De Montfort University 1
Hasso-Plattner-Institut fur Softwaresystemtechnik GmbH 1
Shiga University of Medical Science 1
Japan Science and Technology Agency 1
Research Center for Automatic Control of Nancy 1
Brno University of Technology 1
University of Aizu 1
University of the Balearic Islands 1
Universidad Central de Venezuela 1
Australian National University 1
Harbin Institute of Technology 1
Interval Research Corporation 1
Laboratoire Photonique, Numerique et Nanosciences 1
Jet Propulsion Laboratory 1
University of Denver 1
Fukuyama University 1
New York Institute of Technology 1
University of Alabama at Birmingham 1
Northern Michigan University 1
Universite Paris Descartes 1
Universidad de Castilla-La Mancha 1
University of Chicago 1
Washington State University Pullman 1
University of Sheffield 1
Stevens Institute of Technology 1
Catholic University of America 1
Sungkyunkwan University 1
Boston University 1
University of Bradford 1
HP Inc., Singapore 1
Naval Research Laboratory 1
AT&T - Naperville 1
University of Pittsburgh 1
Nortel Networks 1
National Semiconductor Corporation 1
American University of Beirut 1
Lehigh University 1
Murdoch University 1
CPE Lyon 1
University of Durham 1
Old Dominion University 1
University of Parma 1
Sam Houston State University 1
3M USA 1
Italian Institute of Technology 1
Napier University 1
Stuttgart Media University 1
National Technical University of Athens 1
Federal University of Santa Catarina 1
Toyota Technological Institute 1
Universite Blaise Pascal 1
National Taiwan Normal University 1
European Organization for Nuclear Research 1
University of Tras-os-Montes and Alto Douro 1
Williams College 1
Technical University of Clausthal 1
GE Global Research 1
Hangzhou Dianzi University 1
University of Valencia 1
Vilnius University 1
Universidad Rey Juan Carlos 1
Federal University of Rio de Janeiro 1
Victoria University Toronto 1
Boston College 1
University of Quebec in Trois-Rivieres 1
Vanderbilt University 1
Kookmin University 1
Indiana University 1
CNRS Centre National de la Recherche Scientifique 1
Tektronix Incorporated 1
Los Alamos National Laboratory 1
University Michigan Ann Arbor 1
University of Helsinki 1
Friedrich Schiller University Jena 1
TECH Lab 1
Wright State University 1
Xiamen University 1
Miami University Oxford 1
University of Massachusetts System 1
Dongguk University, Seoul 1
LG Electronics, Korea 1
University of Colorado at Colorado Springs 1
Comenius University 1
Johannes Gutenberg University Mainz 1
Computer Sciences Corp. 1
University of South Florida Tampa 1
Robert Bosch GmbH 1
University of Auckland 1
Fluminense Federal University 1
Federal University of Espirito Santo 1
University of Nottingham 1
University of Saskatchewan 1
Hewlett-Packard Inc. 1
University of South Australia 1
NASA Ames Research Center 1
Ecole Normale Superieure de Cachan 1
Michigan Technological University 1
University of Maryland, Baltimore County 1
Taylor University 1
Middle East Technical University 1
Wesleyan University Middletown 1
Toshiba Corporation 1
Clariant AG 1
Universidad de Granada 1
CSIC - Optics Institute Daza de Valdes 1
Virginia Tech 1
Colorado School of Mines 1
Alexandra Instituttet AS 1
NEC Laboratories America, Inc. 1
McMaster University 1
AT&T Inc. 1
Samsung Group 1
University of Alabama 1
Queens College, City University of New York 1
Carleton College, USA 1
Ningbo Institute of Technology, Zhejiang University 1
Japan Advanced Institute of Science and Technology 1
University of Athens 1
Jilin University 1
Advanced Micro Devices, Inc. 1
Government College of Engineering Pune 1
University of Texas Southwestern Medical Center at Dallas 1
Zuse Institute Berlin 1
University of Tulsa 1
GM Research Lab 1
University of Birmingham 1
University of Porto 1
Texas Instruments 2
Sarnoff Corporation 2
Academia Sinica Taiwan 2
University of Manitoba 2
Yuan Ze University 2
Linkoping Institute of Technology 2
CIRAD 2
Dolby Laboratories 2
Ajou University 2
University of Delaware 2
University of Waikato 2
University of Victoria 2
Tongji University 2
Zhengzhou University 2
Adam Mickiewicz University in Poznan 2
University of Cyprus 2
University of Cantabria 2
University of Southampton 2
Universite Pierre et Marie Curie 2
Loughborough University 2
Aberystwyth University 2
Nagoya Institute of Technology 2
Universite de Poitiers 2
North Carolina State University 2
Shimizu Corporation 2
UC Berkeley School of Optometry 2
Schlumberger-Doll Research Center 2
Tecnologico de Monterrey 2
Universidad de la Republica 2
Sun Microsystems 2
Drew University 2
Hiroshima Shudo University 2
Zhejiang Sci-Tech University 2
Pontifical Catholic University of Rio de Janeiro 2
Syracuse University 2
Walt Disney 2
Numerical Geometry Ltd. 2
Indiana University-Purdue University Indianapolis 2
University of Missouri-St. Louis 2
Institute of Science and Technology Austria 2
Queen Mary, University of London 2
Beuth University of Applied Sciences Berlin 2
Hiroshima University 2
The University of North Carolina at Charlotte 2
General Motors 2
Tata Institute of Fundamental Research 2
University of Wurzburg 2
Drexel University 2
Gwangju Institute of Science and Technology 2
Universite Rennes 2 Haute Bretagne 2
Brunel University London 2
Seoul National University Bundang Hospital 2
Kyoto University 2
University of Pennsylvania, School of Engineering and Applied Science 2
University of Electronic Science and Technology of China 2
Hengyang Normal University 2
National Institute of Advanced Industrial Science and Technology 2
Polytechnic School of Montreal 2
University of Iowa 2
Centre for Development of Advanced Computing Mumbai 2
Pennsylvania State University 2
Middlebury College 2
Rensselaer Polytechnic Institute 2
University of Kansas Lawrence 2
Universite de Limoges 2
California Polytechnic State University, San Luis Obispo 2
University of Pisa 2
Sony Pictures Imageworks 2
National Taiwan University of Science and Technology 2
Russian Academy of Sciences 2
Arizona State University at the Downtown Phoenix Campus 2
Bulgarian Academy of Sciences 2
Heriot-Watt University, Edinburgh 3
University of Verona 3
Hacettepe University 3
Technical University of Dresden 3
Universite Paris-Est 3
Justus Liebig University Giessen 3
Kent State University 3
Boeing Corporation 3
Chulalongkorn University 3
Fraunhofer Institute for Computer Graphics Research IGD 3
Wakayama University 3
Victoria University of Wellington 3
Laval University 3
University of Hull 3
The University of Sydney 3
City University of New York 3
University of Colorado at Boulder 3
Lancaster University 3
Communaute d'Universites et d'Etablissements Lille Nord de France 3
St. Louis University 3
Xerox Corporation 3
Universite Paris Dauphine 3
University of Massachusetts Boston 3
Nokia USA 3
University of Groningen 3
South China University of Technology 3
Catholic University of Louvain, Louvain-la-Neuve 3
University of Arizona 3
University of Lugano 3
Indian Institute of Technology, Bombay 3
Korea Institute of Science and Technology 3
University of Beira Interior 3
Nippon Telegraph and Telephone Corporation 3
University of Minnesota Twin Cities 3
Toyohashi University of Technology 3
Commonwealth Scientific and Industrial Research Organization 3
Sharp Laboratories of America 3
Utsunomiya University 3
Qatar Computing Research institute 3
University of East Anglia 3
Nankai University 3
George Washington University 3
University of Haifa 3
Rochester Institute of Technology 3
University of Westminster 3
Eastman Kodak Company 3
Control Data Corporation 3
Rutherford Appleton Laboratory 3
Riken 4
University of Adelaide 4
Hanyang University 4
University of Electro-Communications 4
Academic College of Tel-Aviv - Yaffo 4
National Tsing Hua University 4
Chiba University 4
University of Glasgow 4
Kwangwoon University 4
Yokohama National University 4
University of Bayreuth 4
Ecole Normale Superieure 4
Laboratoire Traitement et Communication de l'Information 4
VRVis Research Center 4
University of Geneva 4
University of Oregon 4
University of Bergen 4
Laboratoire d'Analyse et d'Architecture des Systemes 4
Sun Yat-Sen University 4
Portland State University 4
Kyushu University 4
Tokyo Institute of Technology 4
Eindhoven University of Technology 4
The University of Western Ontario 4
Samsung Electronics Co. Ltd. 4
The University of North Carolina System 4
Nokia Corporation 4
University of Zurich 4
Toyota Technological Institute at Chicago 4
Xi'an Jiaotong University 5
University of Oslo 5
Instituto Nacional de Matematica Pura E Aplicada, Rio de Janeiro 5
University of New Brunswick 5
Harvard School of Engineering and Applied Sciences 5
Ningbo University 5
University of Surrey 5
Tohoku University 5
University of Cagliari 5
Pohang University of Science and Technology 5
Tampere University of Technology 5
IBM Research 5
University of Leeds 5
University of Cape Town 5
HP Labs 5
Duke University 5
TELECOM ParisTech 5
University of Michigan 5
Oxford Brookes University 5
University of Sao Paulo 5
The Chinese University of Hong Kong, Shenzhen 5
Autodesk Inc. 5
Universite Claude Bernard Lyon 1 5
Kao Corporation 5
Universite de Rennes 1 6
Yonsei University 6
Institut Mines Telecom 6
University of Alberta 6
Tianjin University 6
University of Manchester 6
University of Siegen 6
University of New Mexico 6
Laboratoire Jean Kuntzmann (LJK) 6
Dalian University of Technology 6
University of Bielefeld 6
Nanjing University 6
University of Ulm 6
LORIA Laboratoire Lorrain de Recherche en Informatique et ses Applications 6
Singapore University of Technology and Design 6
Osaka University 6
Electronics Telecommunication Research Institute 6
University of Magdeburg 6
The Interdisciplinary Center Herzliya 6
Carleton University 6
University of Texas at Dallas 6
Sony Corporation 6
Universitat de Barcelona 7
University of Illinois at Chicago 7
Facebook, Inc. 7
Ecole Polytechnique 7
University of Insubria 7
University of Genoa 7
Swansea University 7
Clemson University 7
Max Planck Institute for Biological Cybernetics 7
University of Minnesota System 7
Technical University of Denmark 7
University of Gottingen 7
Korea University 7
Bangor University 7
Sejong University 7
University of Kaiserslautern 7
Michigan State University 8
Laboratoire d'Informatique de l'Ecole Polytechnique 8
Johannes Kepler University Linz 8
Hangzhou Normal University 8
University of Central Florida 8
National Chiao Tung University Taiwan 8
Hasselt University 8
University of Bath 9
National Research Council Canada 9
University of California, Merced 9
INRIA Rhone-Alpes 9
University of Tubingen 9
Shanghai Jiaotong University 9
University of Aarhus 9
Universitat Politecnica de Catalunya 9
McGill University 9
University of Bristol 9
The College of William and Mary 9
Universite Cote d'Azur 10
Universitat de Girona 10
University of Stuttgart 10
Memorial University of Newfoundland 10
University of Cambridge 10
Nokia Bell Labs 10
Lawrence Livermore National Laboratory 11
Universite de Strasbourg 11
Bournemouth University 11
Sandia National Laboratories, New Mexico 11
Peking University 11
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 11
Imperial College London 11
University of Kentucky 11
Indian Institute of Technology, Delhi 11
Ben-Gurion University of the Negev 12
University of California, Riverside 12
Universite de Bordeaux 12
Universite de Lorraine 12
University of Oxford 12
University of California, Irvine 12
Free University of Berlin 13
University of Tsukuba 13
Hokkaido University 13
Utrecht University 13
Oregon State University 13
University of Houston 13
Universite de Toulouse 14
Washington University in St. Louis 14
IBM Thomas J. Watson Research Center 14
University of California, Santa Cruz 14
Bar-Ilan University 14
Palo Alto Research Center Incorporated 14
Federal University of Rio Grande do Sul 14
Bauhaus University Weimar 15
Italian National Research Council 15
Technische Universitat Braunschweig 15
Chalmers University of Technology 15
University of Edinburgh 15
Linkoping University 15
George Mason University 16
University of Freiburg 16
Northwestern University 16
Ewha Women's University 16
Waseda University 16
Stony Brook University 17
University of Texas at Austin 17
Cardiff University 17
University of Florida 17
University of Maryland 18
Delft University of Technology 18
Shenzhen University 18
Czech Technical University in Prague 18
University of California, Santa Barbara 19
Johns Hopkins University 19
University of Illinois 19
Chinese Academy of Sciences 19
Google Inc. 20
Beihang University 20
IMAG 21
Universite de Lyon 21
University of Bern 22
Microsoft Research Cambridge 23
Rice University 23
University of Calgary 23
Shenzhen Institute of Advanced Technology 24
Technical University of Munich 24
University of Massachusetts Amherst 24
National Cheng Kung University 24
Brigham Young University 25
City University of Hong Kong 26
Max Planck Institute for Intelligent Systems 27
National Taiwan University 27
Lund University 27
Karlsruhe Institute of Technology 28
National University of Singapore 28
Charles University 29
University of Roma La Sapienza 29
University of Pennsylvania 30
Arizona State University 30
Graz University of Technology 31
King Abdullah University of Science and Technology 31
Ohio State University 32
Rutgers, The State University of New Jersey 32
INRIA Lorraine 33
National University of Defense Technology China 35
Catholic University of Leuven, Leuven 36
Yale University 36
Aalto University 38
Dartmouth College 39
Nanyang Technological University 39
Technical University of Darmstadt 39
Microsoft Corporation 41
University of Bonn 42
University of Dublin, Trinity College 43
University of Montreal 43
Brown University 44
University of California, Davis 45
Technical University of Berlin 45
University of Erlangen-Nuremberg 46
Saarland University 46
University of Waterloo 48
University of Virginia 49
Harvard University 49
University of California, Los Angeles 50
Shandong University 50
Adobe Systems Incorporated 51
RWTH Aachen University 52
University of Konstanz 52
Technion - Israel Institute of Technology 54
University of California System 57
Universidad de Zaragoza 58
NVIDIA 59
Hebrew University of Jerusalem 60
University of Wisconsin Madison 60
Mitsubishi Electric Research Laboratories 61
Korea Advanced Institute of Science & Technology 61
INRIA Sophia Antipolis 62
Weizmann Institute of Science Israel 64
Vienna University of Technology 65
INRIA Institut National de Rechereche en Informatique et en Automatique 66
Intel Corporation 67
University of Utah 68
Seoul National University 68
Texas A and M University 69
Swiss Federal Institute of Technology, Lausanne 69
University of Science and Technology of China 70
Universite Grenoble Alpes 73
Hong Kong University of Science and Technology 73
University of Illinois at Urbana-Champaign 73
MIT Media Laboratory 77
University of California, San Diego 77
Simon Fraser University 79
The University of Hong Kong 87
University of Tokyo 96
Chinese University of Hong Kong 97
University of Toronto 100
Purdue University 100
New York University 100
University College London 110
California Institute of Technology 112
Georgia Institute of Technology 128
The University of North Carolina at Chapel Hill 138
Max Planck Institute for Informatics 147
University of Southern California 151
Massachusetts Institute of Technology 158
Tel Aviv University 163
University of Washington, Seattle 171
Tsinghua University 188
Princeton University 189
Carnegie Mellon University 189
MIT Computer Science and Artificial Intelligence Laboratory 191
University of California, Berkeley 205
Columbia University 211
Zhejiang University 228
Cornell University 237
The University of British Columbia 254
Microsoft Research Asia 287
Microsoft Research 291
Swiss Federal Institute of Technology, Zurich 334
Stanford University 482
 
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