PhD Thesis Proposal
PhD Student
Robotics Institute,
Carnegie Mellon University

Efficient Synthetic Data Generation and Utilization for Action Recognition and Universal Avatar Generation

NSH 3305

Abstract: Human-centered computer vision technology relies heavily on large, diverse datasets, but collecting data from human subjects is time-consuming, labor-intensive, and raises privacy concerns. To address these challenges, researchers are increasingly using synthetic data to augment real-world datasets. This thesis explores efficient methods for generating and utilizing synthetic data to train human-based computer vision models. [...]

PhD Thesis Defense
PhD Student
Robotics Institute,
Carnegie Mellon University

Communication-Efficient Active Reconstruction using Self-Organizing Gaussian Mixture Models

GHC 4405

Abstract: For the multi-robot active reconstruction task, this thesis proposes using Gaussian mixture models (GMMs) as the map representation that enables multiple downstream tasks: high-fidelity static scene reconstruction, communication-efficient map sharing, and safe informative planning. A new method called Self-Organizing Gaussian mixture modeling (SOGMM) is proposed that estimates the model complexity (i.e., number of Gaussian [...]

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Faculty Events

RI Faculty Business Meeting

Newell-Simon Hall 4305

Meeting for RI Faculty. Agenda was sent via a calendar invite.

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