activity
20182025
most citedSilhoNet: An RGB Method for 6D Object Pose Estimation

59 citations · 117 across the 6 of their papers we have counts for

collaborators

8 papers

cs.CV2025

SPADE: Sparsity Adaptive Depth Estimator for Zero-Shot, Real-Time, Monocular Depth Estimation in Underwater Environments

Hongjie Zhang, Gideon Billings, Stefan B. Williams

Underwater infrastructure requires frequent inspection and maintenance due to harsh marine conditions. Current reliance on human divers or remotely operated vehicles is limited by…

cs.CV2023

Metrically Scaled Monocular Depth Estimation through Sparse Priors for Underwater Robots

Luca Ebner, Gideon Billings, Stefan Williams

In this work, we address the problem of real-time dense depth estimation from monocular images for mobile underwater vehicles. We formulate a deep learning model that fuses sparse…

cs.RO2023★ 20 cited

Enhancing scientific exploration of the deep sea through shared autonomy in remote manipulation

Amy Phung, Gideon Billings, Andrea F. Daniele +2

Shared autonomy enables novice remote users to conduct deep-ocean science operations with robotic manipulators.

cs.RO2021★ 1 cited

Towards Automated Sample Collection and Return in Extreme Underwater Environments

Gideon Billings, Matthew Walter, Oscar Pizarro +2

In this report, we present the system design, operational strategy, and results of coordinated multi-vehicle field demonstrations of autonomous marine robotic technologies in searc…

cs.RO2021★ 37 cited

Hybrid Visual SLAM for Underwater Vehicle Manipulator Systems

Gideon Billings, Richard Camilli, Matthew Johnson-Roberson

This paper presents a novel visual feature based scene mapping method for underwater vehicle manipulator systems (UVMSs), with specific emphasis on robust mapping in natural seaflo…

eess.IV2020

Parametric Design of Underwater Optical Systems

Gideon Billings, Eduardo Iscar, Matthew Johnson-Roberson

The design of optical systems for underwater vehicles is a complex process where the selection of cameras, lenses, housings, and operational parameters greatly influence the perfor…

cs.CV2020

SilhoNet-Fisheye: Adaptation of A ROI Based Object Pose Estimation Network to Monocular Fisheye Images

Gideon Billings, Matthew Johnson-Roberson

There has been much recent interest in deep learning methods for monocular image based object pose estimation. While object pose estimation is an important problem for autonomous r…

cs.CV2018★ 59 cited

SilhoNet: An RGB Method for 6D Object Pose Estimation

Gideon Billings, Matthew Johnson-Roberson

Autonomous robot manipulation involves estimating the translation and orientation of the object to be manipulated as a 6-degree-of-freedom (6D) pose. Methods using RGB-D data have…