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Giancarlo Troni

7 accepted papers

2025

SPLASH-SegFormer Pipeline: A Transformer-Based Approach for High-Resolution and Low-Cost Laser Scanner Seafloor Mapping

RA-L 2025

High-resolution seafloor mapping continues to be challenging, primarily due to the high costs and complexity of traditional sensors. Laser scanners offer a more affordable alternative, using a monocular camera and a laser stripe. While this method provides high-resolution 3D reconstructions, it is s

Cited by 2SourceScholar
2025

Swim4Real: Deep Reinforcement Learning-Based Energy-Efficient and Agile 6-DOF Control for Underwater Vehicles

RA-L 2025

Unmanned underwater vehicles (UUVs) require precise and energy-efficient six-degrees-of-freedom (6-DOF) control to operate in complex underwater environments for long periods of time. Traditional controllers, like Proportional-Integral- Derivative (PID), struggle with nonlinear dynamics, while Model

Cited by 8SourceScholar
2024

Learning the Ego-Motion of an Underwater Imaging Sonar: A Comparative Experimental Evaluation of Novel CNN and RCNN Approaches

RA-L 2024

This research addresses the challenge of estimating the ego-motion of a forward-looking sonar (FLS) through deep neural networks (DNNs) and their application in autonomous underwater robots. Over the last two decades, analytical methods have been developed to perform odometry estimation using FLS da

Cited by 7SourceScholar
2024

Towards a Factor Graph-Based Method using Angular Rates for Full Magnetometer Calibration and Gyroscope Bias Estimation

IROS 2024poster

MEMS Attitude Heading Reference Systems are widely employed to determine a system’s attitude, but sensor measurement biases limit their accuracy. This paper introduces a novel factor graph-based method called MAgnetometer and GYroscope Calibration (MAGYC). MAGYC leverages three-axis angular rate mea…

Cited by 1SourceScholar
2018

Ground Disturbance Rejection Approach for Mobile Robotic Manipulators with Hydraulic Actuators

IROS 2018poster

Reducing material spillage by robotic mining mobile manipulators, such as front-end loaders, is necessary to improve mining operations. To this end, the present work proposes an approach to reduce disturbances on the end-effector induced by the terrain and propagated through the wheels and arm links…

Cited by 4SourceScholar
2015

Building 3D mosaics from an Autonomous Underwater Vehicle, Doppler velocity log, and 2D imaging sonar

ICRA 2015poster

This paper reports on a 3D photomosaicing pipeline using data collected from an autonomous underwater vehicle performing simultaneous localization and mapping (SLAM). The pipeline projects and blends 2D imaging sonar data onto a large-scale 3D mesh that is either given a priori or derived from SLAM.…

Cited by 33SourceScholar