Noam Rotstein

About Me

I’m Noam Rotstein, a Senior Research Scientist at NVIDIA, where I focus on controllable image and video generation. My PhD research at the Technion, advised by Prof. Ron Kimmel, has spanned several areas of computer vision, from 3D geometry and multimodal learning to diffusion models for image and video editing and control. Previously, I was the first member of the AI team at Lumana, where I contributed to developing next-generation AI-powered video analytics products.

Publications

* indicates equal contribution

CaricatureGS: Exaggerating 3D Gaussian Splatting Faces with Gaussian Curvature

Eldad Matmon, Amit Bracha, Noam Rotstein, Ron Kimmel

3DV 2026

Paper Page

Time-to-Move: Training-Free Motion Controlled Video Generation via Dual-Clock Denoising

Assaf Singer*, Noam Rotstein*, Amir Mann, Ron Kimmel, Or Litany

ICLR 2026

Paper Page

SingLoRA: Low Rank Adaptation Using a Single Matrix

David Bensaïd, Noam Rotstein, Roy Velich, Daniel Bensaïd, Ron Kimmel

ICLR 2026 DeLTa Workshop

Paper

Pathways on the Image Manifold: Image Editing via Video Generation

Noam Rotstein, Gal Yona, Daniel Silver, Roy Velich, David Bensaïd, Ron Kimmel

CVPR 2025

Paper Page

Paint by Inpaint: Learning to Add Image Objects by Removing Them First

Navve Wasserman*, Noam Rotstein*, Roy Ganz, Ron Kimmel

CVPR 2025

Paper Page

Fusecap: Leveraging Large Language Models for Enriched Fused Image Captions

Noam Rotstein*, David Bensaïd*, Shaked Brody, Roy Ganz, Ron Kimmel

WACV 2024

Paper Page

Partial Matching of Nonrigid Shapes by Learning Piecewise Smooth Functions

David Bensaïd, Noam Rotstein, Nelson Goldenstein, Ron Kimmel

SGP 2023

Paper

Multimodal Colored Point Cloud to Image Alignment

Noam Rotstein, Amit Bracha, Ron Kimmel

CVPR 2022

Paper Page

Depth Refinement for Improved Stereo Reconstruction

Amit Bracha, Noam Rotstein, David Bensaïd, Ron Slossberg, Ron Kimmel

2021

Paper

Education

• PhD in Computer Science (Direct Track) – Technion – Israel Institute of Technology (2021–Present)
• B.Sc. in Electrical Engineering – Technion – Israel Institute of Technology
  - Graduate of the Research-oriented Excellence Program of the EE faculty (EMET)
  - Summa Cum Laude

Professional Experience

• NVIDIA
  Senior Research Scientist
  October 2026–Present

  Research Scientist Intern – Worked on bridging video generation and 3D animation.
  March 2026–September 2026
• Lumana
  AI Research Scientist – First member of the AI team; contributed to the development of next-generation AI-powered video analytics products.

  February 2022–March 2026
• Technion
  Teaching Assistant – Introduction to Machine Learning course, Faculty of Computer Science.

  October 2021–May 2022
• Intel Corporation
  Computer Vision Algorithm Researcher – Intel RealSense 3D capture technology.

  February 2020–November 2020
• Eye-Minders
  Computer Vision Engineer

  July 2018–November 2018

Patents

• Multimedia intelligence agent
  Ron Kimmel, Ron Slossberg, Aviad Zabatani, Sagi Ben Moshe, Ofir Mulla, Noam Rotstein, Tomer Weiss
  US Patent 12,699,727, 2026
• Techniques for classifying custom object states in visual content
  Ron Slossberg, Aviad Zabatani, Noam Rotstein, Ofir Mulla, Amit Bracha, Ron Kimmel
  US Patent 12,755,518, 2026
• Techniques for augmented machine learning with respect to variations of objects
  Noam Rotstein, Ron Slossberg, Aviad Zabatani, Ofir Mulla, Amit Bracha, Ron Kimmel
  US Patent App. 18/539,897, 2025
• Hybrid machine learning architecture for visual content processing and uses thereof
  Ofir Mulla, Noam Rotstein, Amit Bracha, Ron Kimmel, Aviad Zabatani, Ron Slossberg, Sagi Ben Moshe
  US Patent App. 18/145,301, 2024
• Custom object tracking using hybrid machine learning
  Ofir Mulla, Noam Rotstein, Amit Bracha, Ron Kimmel, Aviad Zabatani, Ron Slossberg, Sagi Ben Moshe
  US Patent App. 18/186,517, 2024

Contact

For inquiries or collaboration, please email me at rotsteinnoam@gmail.com.