I lead the Creative and Applied AI Tools (CAAT) group within NVIDIA Spatial Intelligence Lab, with the focus on 1) application of AI to creative/interactive tools and research to enable such applications, 2) efforts to accelerate 3D Deep Learning research. Our goal is both to develop new research, and release cutting-edge technology that fuels practical tools for researchers and artists.
News
Jul 2026
Come to
my talk at SIGGRAPH to learn how to quickly prototype interactive Web UI over your AI model / any custom renderer, supporting all interactions. Sun, Jul 19.
Jul 2026
Come to our
SIGGRAPH Course to turn any Gaussian Splat scene into a sim-ready USD with the latest from Kaolin Library and our research. Thu, Jul 23.
Jun 2026
Axolotl3D for faithful multi-view object completion is accepted to ECCV! Stay tuned.
May 2026
We are releasing
VoMP (ICLR) and
AdaVoMP (ICLR) for accurately predicting physics materials throughout 3D objects in any representation, -- splats and meshes welcome.
Apr 2026
Was honored to be part of the SIGGRAPH Technical Papers committee this year.
Interactive Demos & Prototypes
NVIDIA Kaolin Library for Interactive 3D AI Research
Publications
Axolotl3D: a Unified Framework for Faithful 3D Shape Completion
A. Hu, M. Shugrina
ECCV
2026
TRON: Tracing Rays to Orchestrate a Neural Renderer for 3D Gaussian Reconstructions
O. Perel, H. Abu Alhaija, Z. Wang, J. Munkberg, M. Atzmon, S. Fidler, M. Shugrina
arxiv
2026
Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
R. Dagli, D. Xiang, V. Modi, X. Yang, G. State, D. I. W. Levin, M. Shugrina
ICML
2026
ArtisanGS: Interactive Tools for Gaussian Splat Selection with AI and Human in the Loop
C. Fuji Tsang, A. Hu, O. Perel, C. Kolve, M. Shugrina
arxiv
2026
VoMP: Predicting Volumetric Mechanical Property Fields
R. Dagli, D. Xiang, V. Modi, C. Loop, C. Fuji Tsang, A. H. Chen, A. Hu, G. State, D. I. W. Levin, M. Shugrina
ICLR
2026
Painting with 3D Gaussian Splat Brushes
K. Pandey, A. Hu, C. Fuji-Tsang, O. Perel, K. Singh, M. Shugrina
SIGGRAPH
2025
Diffusion Texture Painting
A. Hu, N. Desai, H. Abu Alhaija, S. Wook Kim, M. Shugrina
SIGGRAPH
2024
Designing Intelligent Tools for Creative People
M. Shugrina
IEEE Computer Graphics and Applications
2023
Neural Brushstroke Engine: Learning a Latent Style Space of Interactive Drawing Tools
M. Shugrina, C. Li and S. Fidler
SIGGRAPH Asia (TOG)
2022
XDGAN: Multi-Modal 3D Shape Generation in 2D Space
H. Abu Alhaija, A. Dirik, A. Knörig, S. Fidler and M. Shugrina
BMVC
2022
ATISS: Autoregressive Transformers for Indoor Scene Synthesis
D. Paschalidou, A. Kar, M. Shugrina, K. Kreis, A. Geiger and S. Fidler
NeurIPS
2021
3DStyleNet: Creating 3D Shapes with Geometric and Texture Style Variations
K. Yin, J. Gao, M. Shugrina, S. Khamis and S. Fidler
ICCV
2021
Nonlinear Color Triads for Approximation, Learning and Direct Manipulation of Color Distributions
M. Shugrina, A. Kar, S. Fidler and K. Singh
SIGGRAPH
2020
Neural Turtle Graphics for Modeling City Road Layouts
Hang Chu, D. Li, D. Acuna, A. Kar, M. Shugrina, X. Wei, M. Liu, A. Torralba, S. Fidler
ICCV
2019
Creative Flow+ Dataset
M. Shugrina, Z. Liang, A. Kar, J. Li, A. Singh, K. Singh and S. Fidler
CVPR
2019
Color Builder: a Direct Manipulation Interface for Versatile Color Theme Authoring
M. Shugrina, W. Zhang, F. Chevalier, S. Fidler and K. Singh
CHI
2019
Generating Playful Palettes from Images
S. DiVerdi, J. Lu, J. Echevarria and M. Shugrina
Expressive
2019
Playful Palette: An Interactive Parametric Color Mixer for Artists
M. Shugrina, J. Lu, and S. DiVerdi
SIGGRAPH
2017
Fab Forms: Customizable Objects for Fabrication with Validity and Geometry Caching
M. Shugrina, A. Shamir, and W. Matusik
SIGGRAPH
2015
Large Scale Language Modeling in Automatic Speech Recognition
C. Chelba, D. Bikel, M. Shugrina, P. Nguyen, and S. Kumar
Google Technical Report
2012
Formatting Time-aligned ASR Transcripts for Readability
M. Shugrina
NAACL HLT
2010
An Audio Indexing System for Election Video Material
C. Alberti, M. Bacchiani, A. Bezman, C. Chelba, A. Drofa, H. Liao, P. Moreno, T. Power, A. Sahuguet, M. Shugrina, O. Siohan
ICASSP
2009
Empathic Painting: Interactive Stylization through Observed Emotional State
M. Shugrina, M. Betke, and J. Collomosse
NPAR
2006
Doctorate Work
Talks