Summary
I am a recent graduate of the computer science PhD program at the University of Wisconsin—Madison, where I was advised by Mohit Gupta. My emphases include computational imaging, computer vision, computer graphics, and machine learning. Take a look at my thesis for more on my research. I'm now working for Ubicept, a startup using physics-based imaging to push the frontiers of camera technology.
See my CV for a complete education history, work history, and list of publications. I have worked with several languages and technologies, although I have the most experience with the scientific Python stack (Linux, Bash, Git, Python, NumPy, and PyTorch). More important than any particular skill, I am eager to learn and not afraid of reading the documentation.
Selected Publications
Instant Video Models: Universal Adapters for Stabilizing Image-Based Networks
2025 Conference on Neural Information Processing Systems (NeurIPS)
Matthew Dutson, Nathan Labiosa, Yin Li, and Mohit Gupta
Paper | Webpage | PyTorch Code
Generalized Event Cameras
2024 Conference on Computer Vision and Pattern Recognition (CVPR)
Varun Sundar*, Matthew Dutson*, Andrei Ardelean, Claudio Bruschini, Edoardo Charbon, and Mohit Gupta
*Denotes equal contribution
Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers
2023 International Conference on Computer Vision (ICCV)
Matthew Dutson, Yin Li, and Mohit Gupta
Paper | Webpage | PyTorch Code
Spike-Based Anytime Perception
2023 Winter Conference on Applications of Computer Vision (WACV)
Matthew Dutson, Yin Li, and Mohit Gupta
Event Neural Networks
2022 European Conference on Computer Vision (ECCV)
Matthew Dutson, Yin Li, and Mohit Gupta
Other Projects
Some of these projects are a few years old (e.g., I wrote the cosmic ray simulation code in 2017). For a recent code sample, see this repo containing the code for our Instant Video Models paper.
Personal Contact
My social media accounts are all deleted or inactive. The best way to contact me is through email or text message (Signal, iMessage, or RCS). Email me if you need my phone number.
I sometimes send out a personal email newsletter. Message me if you'd like to be added to my mailing list.
About
I grew up in a small town in northern Utah and earned a bachelor's degree in physics from the University of Utah. I'm married to a good egg named Itzel who has given me a new perspective on what matters. We have a dog named Marzipan and a gecko named Monty. In my free time, I enjoy walking around outside, playing board games with my siblings, and building things (not necessarily software).