Biography
I am a final year Ph.D. student at UW-Madison advised by Prof. Andreas Velten and Prof. Mohit Gupta. My work is at the intersection of computer vision, signal processing, optics, and machine learning. My Ph.D. research has focused on practical modifications to direct and indirect time-of-flight 3D cameras to reduce their power consumption and data bandwidth while preserving or increasing their precision.
Interests
- Computational Imaging
- Time-of-Flight and LIDAR Imaging
- Single-Photon Cameras
Education
-
Ph.D. in Computer Science, present
University of Wisconsin-Madison
-
M.S. in Computer Science, 2018
University of Wisconsin-Madison
-
B.S. in Applied Math, Engineering, and Physics (AMEP), 2016
University of Wisconsin-Madison
Publications
Compressive Single-Photon 3D Cameras
Single-Photon Camera Guided Extreme Dynamic Range Imaging
iToF2dToF: A Robust and Flexible Representation for Data-driven Time-of-Flight Imaging
Practical Coding Function Design for Time-of-Flight Imaging
Projects
Modular ToF Camera
A modular time-of-flight imaging system built from off-the-shelf optics and electronics
Image Retrieval
Content-based image retrieval with capsule networks.
ToF Codes and MPI
Performance of ToF coding functions under global illumination
FPGA Programming
FPGA control of Quadcopter motors
Learning ToF Depth Estimation
Depth Inference from ToF data with Neural Networks
Space Debris Modeling
Stochastic model of space debris generation and reduction. Meritoriuous winner (top 8%) at Math Contest in Modeling 2016.
Charm SPH
Distributed-memory SPH simulation with Charm++
Geo-distributed ML
Geo-distributed Machine Learning with the Parameter Server
Permutation Testing
GPU and multi-core implementations of permutation testing
Mesh to Point Cloud Tool
Convert a mesh to a point cloud.
Metrics Database
Metrics database and Web API for Project Chrono
Contact
- fgutierrez3@wisc.edu