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Sonya M. Hanson

3 accepted papers

2025

DRaM-LHM: A Quaternion Framework for Iterative Camera Pose Estimation

ICCV 2025poster

We explore a quaternion adjugate matrix-based representation for rotational motion in the Perspective-n-Point (PnP) problem. Leveraging quadratic quaternion terms within a Determinant Ratio Matrix (DRaM) estimation framework, we extend its application to perspective scenarios, providing a robust and…

2024

CryoBench: Diverse and challenging datasets for the heterogeneity problem in cryo-EM

NeurIPS 2024spotlight

Cryo-electron microscopy (cryo-EM) is a powerful technique for determining high-resolution 3D biomolecular structures from imaging data. Its unique ability to capture structural variability has spurred the development of heterogeneous reconstruction algorithms that can infer distributions of 3D str…

Cited by 12SourcecodeScholar
2023

Algebraically Rigorous Quaternion Framework for the Neural Network Pose Estimation Problem

ICCV 2023poster

The 3D pose estimation problem -- aligning pairs of noisy 3D point clouds -- is a problem with a wide variety of real-world applications. Here we focus on the use of quaternion-based neural network approaches to this problem and apparent anomalies that have arisen in previous efforts to resolve them…

Cited by 5PDFcodeScholar