Currently, I am a Principal Research Scientist at Adobe Research. My research focuses on combining computer graphics, vision, and machine learning to make it faster and more fun to complete creative tasks. I received my PhD from Stanford University supported by a Hertz Fellowship where I worked with Pat Hanrahan. I completed my undergraduate degree at Caltech working with Mathieu Desbrun. During a postdoc at Stanford, I have also worked on the data analytics team at Khan Academy.

Publications

DuetSVG: Unified Multimodal SVG Generation with Internal Visual Guidance

Peiying Zhang, Nanxuan Zhao, Matthew Fisher, Yiran Xu, Jing Liao, Difan Liu

ArXiv 2025

pdf | project | arXiv

Illustrator's Depth: Monocular Layer Index Prediction for Image Decomposition

Nissim Maruani, Peiying Zhang, Siddhartha Chaudhuri, Matthew Fisher, Nanxuan Zhao, Vova Kim, Pierre Alliez, Mathieu Desbrun, Wang Yifan

ArXiv 2025

pdf | project | arXiv

Mean-Shift Distillation for Diffusion Mode Seeking

Vikas Thamizharasan, Nikitas Chatzis, Iliyan Georgiev, Matthew Fisher, Difan Liu, Nanxuan Zhao, Evangelos Kalogerakis, Michal Lukac

WACV 2026

pdf | project | arXiv

Pattern Analogies: Learning to Perform Programmatic Image Edits by Analogy

Aditya Ganeshan, Thibault Groueix, Paul Guerrero, Radomir Mech, Matthew Fisher, Daniel Ritchie

CVPR 2025

pdf | project | arXiv | code

ShapeShifter: 3D Variations Using Multiscale and Sparse Point-Voxel Diffusion

Nissim Maruani, Wang Yifan, Matthew Fisher, Pierre Alliez, Mathieu Desbrun

CVPR 2025

pdf | project | arXiv | code

Image Vectorization via Gradient Reconstruction

Souymodip Chakraborty, Vineet Batra, Ankit Phogat, Vishwas Jain, Jaswant Singh Ranawat, Michal Lukac, Matthew Fisher, Kevin Wampler

Eurographics 2025

pdf | supplemental

Automatic Diffusion-Based Rigging for Characters with Diverse Topologies

Zeqi Gu, Difan Liu, Timothy Langlois, Matthew Fisher, Abe Davis

Eurographics 2025

pdf | project | arXiv

2D Neural Fields with Learned Discontinuities

Chenxi Liu, Siqi Wang, Matthew Fisher, Deepali Aneja, Alec Jacobson

Eurographics 2025

pdf | project | arXiv

LogoMotion: Visually Grounded Code Generation for Content-Aware Animation

Vivian Liu, Rubaiat Habib Kazi, Li-Yi Wei, Matthew Fisher, Timothy Langlois, Seth Walker, Lydia Chilton

CHI 2025

pdf | project | arXiv

DMesh++: An Efficient Differentiable Mesh for Complex Shapes

Sanghyun Son, Matheus Gadelha, Yang Zhou, Matthew Fisher, Zexiang Xu, Yi-Ling Qiao, Ming C. Lin, Yi Zhou

ICCV 2025

pdf | project | arXiv

Temporal Residual Jacobians for Rig-free Motion Transfer

Sanjeev Mk, Niladri Shekhar Dutt, Siddhartha Chaudhuri, Noam Aigerman, Vova Kim, Matthew Fisher, Niloy Mitra

ECCV 2024

pdf | project | arXiv | code

One Noise to Rule Them All: Learning a Unified Model of Spatially-Varying Noise Patterns

Arman Maesumi, Dylan Hu, Krishi Saripalli, Vova Kim, Matthew Fisher, Soren Pirk, Daniel Ritchie

SIGGRAPH 2024 (journal paper)

pdf | project | arXiv | code

Deep Sketch Vectorization via Implicit Surface Extraction

Chuan Yan, Yong Li, Deepali Aneja, Matthew Fisher, Edgar Simo-Serra, Yotam Gingold

SIGGRAPH 2024 (journal paper)

pdf | project | code

How do video content creation goals impact which concepts people prioritize for generating B-roll imagery?

Holly Huey, Mackenzie Leake, Deepali Aneja, Matthew Fisher, Judith Fan

Creativity and Cognition 2024

VecFusion: Vector Font Generation with Diffusion

Vikas Thamizharasan, Difan Liu, Shantanu Agarwal, Matthew Fisher, Michael Gharbi, Oliver Wang, Alec Jacobson, Evangelos Kalogerakis

CVPR 2024 (highlight paper)

pdf | project | arXiv

NIVeL: Neural Implicit Vector Layers for Text-to-Vector Generation

Vikas Thamizharasan, Difan Liu, Matthew Fisher, Nanxuan Zhao, Evangelos Kalogerakis, Michal Lukac

CVPR 2024

pdf | project | arXiv

Personalized Residuals for Concept-Driven Text-to-Image Generation

Cusuh Ham, Matthew Fisher, James Hays, Nick Kolkin, Yuchen Liu, Richard Zhang, Tobias Hinz

CVPR 2024

pdf | project | arXiv

Learning Continuous 3D Words for Text-to-Image Generation

Ta-Ying Cheng, Matheus Gadelha, Thibault Groueix, Matthew Fisher, Radomir Mech, Andrew Markham, Niki Trigoni

CVPR 2024

Learning Subject-Aware Cropping by Outpainting Professional Photos

James Hong, Lu Yuan, Michael Gharbi, Matthew Fisher, Kayvon Fatahalian

AAAI 2024

pdf | project | code

Region-Aware Simplification and Stylization of 3D Line Drawings

Vivien Nguyen, Matthew Fisher, Aaron Hertzmann, Szymon Rusinkiewicz

Compute Graphics Forum 2024

Discontinuity-Aware 2D Neural Fields

Yash Belhe, Michael Gharbi, Matthew Fisher, Iliyan Georgiev, Ravi Ramamoorthi, Tzu-Mao Li

SIGGRAPH Asia 2023

pdf | project | video | code

Explorable Mesh Deformation Subspaces from Unstructured 3D Generative Models

Arman Maesumi, Paul Guerrero, Vova Kim, Matthew Fisher, Siddhartha Chaudhuri, Noam Aigerman, Daniel Ritchie

SIGGRAPH Asia 2023

pdf | project | code

DualVector: Unsupervised Vector Font Synthesis with Dual-Part Representation

Ying-Tian Liu, Zhifei Zhang, Yuan-Chen Guo, Matthew Fisher, Zhaowen Wang, Song-Hai Zhang

CVPR 2023

pdf | project | code

RenderDiffusion: Image Diffusion for 3D Reconstruction, Inpainting and Generation

Titas Anciukevicius, Zexiang Xu, Matthew Fisher, Paul Henderson, Hakan Bilen, Niloy Mitra, Paul Guerrero

CVPR 2023

pdf | project | code

Unsupervised 3D Shape Reconstruction by Part Retrieval and Assembly

Xianghao Xu, Paul Guerrero, Matthew Fisher, Siddhartha Chaudhuri, Daniel Ritchie

CVPR 2023

pdf | project | code

Spotting Temporally Precise, Fine-Grained Events in Video

James Hong, Haotian Zhang, Michael Gharbi, Matthew Fisher, Kayvon Fatahalian

ECCV 2022

pdf | project | code

Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistency

Tom Monnier, Matthew Fisher, Alexei Efros, Mathieu Aubry

ECCV 2022

pdf | project | code

ASSET: Autoregressive Semantic Scene Editing with Transformers at High Resolutions

Difan Liu, Sandesh Shetty, Tobias Hinz, Matthew Fisher, Richard Zhang, Taesung Park, Evangelos Kalogerakis

SIGGRAPH 2022 (Journal track)

pdf | project | code

APES: Articulated Part Extraction from Sprite Sheets

Zhan Xu, Matthew Fisher, Yang Zhou, Deepali Aneja, Rushikesh Dudhat, Li Yi, Evangelos Kalogerakis

CVPR 2022

pdf | project | video | code

GLASS: Geometric Latent Augmentation for Shape Spaces

Sanjeev Mk, Siddhartha Chaudhuri, Noam Aigerman, Vova Kim, Matthew Fisher, Niloy Mitra

CVPR 2022

CharacterGAN: Few-Shot Keypoint Character Animation and Reposing

Tobias Hinz, Matthew Fisher, Oliver Wang, Eli Shechtman, Stefan Wermter

WACV 2022

MarioNette: Self-Supervised Sprite Learning

Dima Smirnov, Michael Gharbi, Matthew Fisher, Vitor Guizilini, Alexei Efros, Justin Solomon

NeurIPS 2021

A Multi-Implicit Neural Representation for Fonts

Pradyumna Reddy, Zhifei Zhang, Matthew Fisher, Hailin Jin, Zhaowen Wang, Niloy Mitra

NeurIPS 2021

Neural Strokes: Stylized Line Drawing of 3D Shapes

Difan Liu, Matthew Fisher, Aaron Hertzmann, Evangelos Kalogerakis

ICCV 2021

pdf | project | code

Video Pose Distillation for Few-Shot, Fine-Grained Sports Action Recognition

James Hong, Matthew Fisher, Michael Gharbi, Kayvon Fatahalian

ICCV 2021

Interactive Monte Carlo Denoising using Affinity of Neural Features

Mustafa Isik, Krishna Mullia, Matthew Fisher, Jonathan Eisenmann, Michael Gharbi

SIGGRAPH 2021

pdf | project | video

DECOR-GAN: 3D Shape Detailization by Conditional Refinement

Zhiqin Chen, Vova Kim, Matthew Fisher, Noam Aigerman, Hao Zhang, Siddhartha Chaudhuri

CVPR 2021 Oral

pdf | project | video

LayoutGMN: Neural Graph Matching for Structural Layout Similarity

Akshay Gadi Patil, Manyi Li, Matthew Fisher, Manolis Savva, Hao Zhang

CVPR 2021

Exploring Sketch-based Character Design Guided by Automatic Colorization

Rawan Alghofaili, Matthew Fisher, Richard Zhang, Michal Lukac, Lap-Fai Yu

Graphics Interface 2021

pdf | project | video

Improved Techniques for Training Single-Image GANs

Tobias Hinz, Matthew Fisher, Oliver Wang, Stefan Wermter

WACV 2021

pdf | project | code

Automatic Hierarchical Arrangement of Vector Designs

Matthew Fisher, Vineet Agarwal, Tarun Beri

Eurographics 2021

pdf | project | video

Discovering Pattern Structure Using Differentiable Compositing

Pradyumna Reddy, Paul Guerrero, Matthew Fisher, Wilmot Li, Niloy Mitra

SIGGRAPH Asia 2020

COALESCE: Component Assembly by Learning to Synthesize Connections

Kangxue Yin, Zhiqin Chen, Siddhartha Chaudhuri, Matthew Fisher, Vova Kim, Hao Zhang

3DV 2020 (Oral)

pdf | project | video | code

Design Adjectives: A Framework for Interactive Model-Guided Exploration of Parameterized Design Spaces

Evan Shimizu, Matthew Fisher, Sylvain Paris, James McCann, Kayvon Fatahalian

UIST 2020

pdf | project | code

Modeling Artistic Workflows for Image Generation and Editing

Hung-Yu Tseng, Matthew Fisher, Jingwan Lu, Yijun Li, Vova Kim, Ming-Hsuan Yang

ECCV 2020

pdf | project | code

Coupling Explicit and Implicit Surface Representations for Generative 3D Modeling

Omid Poursaeed, Matthew Fisher, Noam Aigerman, Vova Kim

ECCV 2020

Deep Parametric Shape Predictions using Distance Fields

Dima Smirnov, Matthew Fisher, Vova Kim, Richard Zhang, Justin Solomon

CVPR 2020

pdf | project | code

Learning Elementary Structures for 3D Shape Generation and Matching

Theo Deprelle, Thibault Groueix, Matthew Fisher, Vova Kim, Bryan Russell, Mathieu Aubry

NeurIPS 2019

UprightNet: Geometry-Aware Camera Orientation Estimation from Single Images

Wenqi Xian, Zhengqi Li, Matthew Fisher, Jonathan Eisenmann, Eli Shechtman, Noah Snavely

ICCV 2019

BAE-NET: Branched Autoencoder for Shape Co-Segmentation

Zhiqin Chen, Kangxue Yin, Matthew Fisher, Siddhartha Chaudhuri, Hao Zhang

ICCV 2019

pdf | project | code

Unsupervised Cycle-consistent Deformation for Shape Matching

Thibault Groueix, Matthew Fisher, Vova Kim, Bryan Russell, Mathieu Aubry

Symposium on Geometry Processing 2019

Shape Unicode: A Unified Shape Representation

Sanjeev Mk, Vova Kim, Matthew Fisher, Siddhartha Chaudhuri

CVPR 2019

Photometric Mesh Optimization for Video-Aligned 3D Object Reconstruction

Chen-Hsuan Lin, Oliver Wang, Bryan Russell, Eli Shechtman, Vova Kim, Matthew Fisher, Simon Lucey

CVPR 2019

SHREC'19: Shape Correspondence with Isometric and Non-Isometric Deformations

Thibault Groueix, Matthew Fisher, Vova Kim, Bryan Russell, Mathieu Aubry

Eurographics Workshop on 3D Object Retrieval

Finding Layers Using Hover Visualizations

Evan Shimizu, Sylvain Paris, Matthew Fisher, Kayvon Fatahalian

Graphics Interface 2019

Exploratory Stage Lighting Design using Visual Objectives

Evan Shimizu, Sylvain Paris, Matthew Fisher, Ersin Yumer, Kayvon Fatahalian

Eurographics 2019

Language-Driven Synthesis of 3D Scenes from Scene Databases

Rui Ma, Akshay Gadi Patil, Matthew Fisher, Manyi Li, Soren Pirk, Binh-Son Hua, Sai-Kit Yeung, Xin Tong, Leonidas Guibas, Hao Zhang

SIGGRAPH Asia 2018

3D-CODED: 3D Correspondences by Deep Deformation

Thibault Groueix, Matthew Fisher, Vova Kim, Bryan Russell, Mathieu Aubry

ECCV 2018

Multi-Content GAN for Few-Shot Font Style Transfer

Samaneh Azadi, Matthew Fisher, Vova Kim, Zhaowen Wang, Eli Shechtman, Trevor Darrell

CVPR 2018 Spotlight

AtlasNet: A Papier-Mache Approach to Learning 3D Surface Generation

Thibault Groueix, Matthew Fisher, Vova Kim, Bryan Russell, Mathieu Aubry

CVPR 2018 Spotlight

A Perceptual Measure for Deep Single Image Camera Calibration

Yannick Hold-Geoffroy, Kalyan Sunkavalli, Jonathan Eisenmann, Matthew Fisher, Emiliano Gambaretto, Sunil Hadap, Jean-Francois Lalonde

CVPR 2018

Opt: A Domain Specific Language for Non-linear Least Squares Optimization in Graphics and Imaging

Zachery DeVito, Michael Mara, Michael Zollhoefer, Gilbert Bernstein, Jonathan Ragan-Kelley, Christian Theobalt, Pat Hanrahan, Matthew Fisher, Matthias Nießner

SIGGRAPH 2018

pdf | bib | project

LayerBuilder: Layer Decomposition for Interactive Image and Video Color Editing

Sharon Lin, Matthew Fisher, Angela Dai, Pat Hanrahan

ArXiv 2017

3DMatch: Learning the Matching of Local 3D Geometry in Range Scans

Andy Zeng, Shuran Song, Matthias Nießner, Matthew Fisher, Jianxiong Xiao

CVPR 2017

pdf | bib | project

PiGraphs: Learning Interaction Snapshots from Observations

Manolis Savva, Angel X. Chang, Pat Hanrahan, Matthew Fisher, Matthias Nießner

SIGGRAPH 2016

pdf | bib | project | video

Ebb: A DSL for Physical Simulation on CPUs and GPUs

Gilbert Bernstein, Chinmayee Shah, Crystal Lemire, Zachery DeVito, Matthew Fisher, Philip Levis, Pat Hanrahan

Transactions on Graphics 2016

pdf | bib | code

Activity-centric Scene Synthesis for Functional 3D Scene Modeling

Matthew Fisher, Manolis Savva, Yangyan Li, Pat Hanrahan, Matthias Nießner

SIGGRAPH Asia 2015

pdf | bib | video

Real-time Rendering Techniques with Hardware Tessellation

Matthias Nießner, Benjamin Keinert, Matthew Fisher, Marc Stamminger, Charles Loop, Henry Shafer

Computer Graphics Forum 2015

SceneGrok: Inferring Action Maps in 3D Environments

Manolis Savva, Angel X. Chang, Pat Hanrahan, Matthew Fisher, Matthias Nießner

SIGGRAPH Asia 2014

pdf | bib | video

Real-time Non-rigid Reconstruction using an RGB-D Camera

Michael Zollhoefer, Matthias Nießner, Sharam Izadi, Christoph Rehmann, Matthew Fisher, Chenglei Wu, Andrew Fitzbiggon, Charles Loop, Christian Theobolt, Marc Stamminger

SIGGRAPH 2014

pdf | bib | video

First-class Runtime Generation of High-performance Types using Exotypes

Zachery DeVito, Daniel Ritchie, Matthew Fisher, Alex Aiken, Pat Hanrahan

Programming Language Design and Implementation 2014

Combining Inertial Navigation and ICP for Real-time 3D Surface Reconstruction

Matthias Nießner, Angela Dai, Matthew Fisher

Eurographics 2014

pdf | bib | video

Data-driven Tools for Scene Modeling

Stanford University PhD Thesis 2013

Probabilistic Color-by-Numbers: Suggesting Pattern Colorizations Using Factor Graphs

Sharon Lin, Daniel Ritchie, Matthew Fisher, Pat Hanrahan

SIGGRAPH 2013

Synthesis of Tiled Patterns using Factor Graphs

Yi-Ting Yeh, Katherine Breeden, Lingfeng Yang, Matthew Fisher, Pat Hanrahan

Transactions on Graphics 2013

Example-based Synthesis of 3D Object Arrangements

Matthew Fisher, Daniel Ritchie, Manolis Savva, Thomas Funkhouser, Pat Hanrahan

SIGGRAPH Asia 2012

pdf | bib | code

Characterizing Structural Relationships in Scenes Using Graph Kernels

Matthew Fisher, Manolis Savva, Pat Hanrahan

SIGGRAPH 2011

Context-Based Search for 3D Models

Matthew Fisher, Pat Hanrahan

SIGGRAPH Asia 2010

DiagSplit: Parallel, Crack-Free, Adaptive Tessellation for Micropolygon Rendering

Matthew Fisher, Kayvon Fatahalian, Solomon Boulos, Kurt Akeley, Bill Mark, Pat Hanrahan

SIGGRAPH Asia 2009

Design of Tangent Vector Fields

Matthew Fisher, Peter Schröder, Mathieu Desbrun, Hugues Hoppe

SIGGRAPH 2007

An Algorithm for the Construction of Intrinsic Delaunay Triangulations

Matthew Fisher, Boris Springborn, Alexander Bobenko, Peter Schröder

SIGGRAPH 2006 Courses