Matt Dutson

Links and Contact

github.com/mattdutson
wisionlab.com
dutson@wisc.edu

Summary

I am a computer science PhD student at the University of Wisconsin—Madison, advised by Mohit Gupta. Broadly, my research interests include computer vision, computational imaging, computer graphics, and machine learning. My current work focuses on asynchronous neural networks, efficient inference on temporally redundant data, and passive single-photon imaging.

Selected Publications

Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers
ICCV 2023
Matthew Dutson, Yin Li, and Mohit Gupta
Paper | Webpage | PyTorch Code
Spike-Based Anytime Perception
WACV 2023
Matthew Dutson, Yin Li, and Mohit Gupta
Paper | Webpage | TensorFlow Code
Event Neural Networks
ECCV 2022
Matthew Dutson, Yin Li, and Mohit Gupta
Paper | Webpage | PyTorch Code | TensorFlow Code

Projects

I have listed a few miscellaneous side projects below. 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 repository containing the code for our Eventful Transformers paper.