Hilti-Trimble-Oxford Dataset: 360 Visual-Inertial Benchmark with Floor Plan Priors for SLAM and Localization

S. Centanni, Y. Zhang,Y. Tao, J. Kindle, F. Neuhaus, T. Koss, A. Patel, M. Helmberger, E. Szymańska, T. Gräber, M. Fallon
Github · 2026
Open and realistic dataset, captured directly on active construction sites using 360° camera with IMU measurements and floor plan priors, to evaluate and compare SLAM systems in real industrial conditions.

Robotic Optimization of Powdered Beverages Leveraging Computer Vision and Bayesian Optimization

E. Szymańska, J. Hughes
Frontiers in Robotics & AI · 2024
A robotic system that optimizes food product quality using powdered cappuccino preparation as a case study, combining optimization algorithms and computer vision to find ideal parameters for the best foam and improve results via closed-loop visual feedback.

Space3D-Bench: Spatial 3D Question Answering Benchmark

E. Szymańska, M. Dusmanu, J. Buurlage, M. Rad, M. Pollefeys
European Conference on Computer Vision · 2024
A dataset of 1,000 indoor spatial Q&A pairs based on Replica scenes, balanced using a GIS-inspired taxonomy. It also includes an evaluation system that grades free-form answers with a vision-language model, and a baseline method (RAG3D-Chat) that achieves 67% accuracy.

Simulation Environment for Underwater Vehicles Testing and Training in Unity3D

P. Szlęg, P. Barczyk, B. Maruszczak, S. Zieliński, E. Szymańska
International Conference on Intelligent Autonomous Systems · 2022
A Unity3D-based simulation framework for Autonomous Underwater Vehicles (AUVs), enabling safe and efficient software testing, neural network training, and performance evaluation across diverse underwater scenarios. The system simulates key effects (e.g., buoyancy, caustics), supports sensor/actuator communication, dataset collection, and environment randomization for robustness testing.

From ROVs to AUVs - Optimization and Analysis of Underwater Vehicles Design

M. Purzycki, A. Komorowska, A. Ilnicka, J. Papież, E. Szymańska
45th International Convention on Information, Communication and Electronic Technology · 2022
A comparative analysis of underwater robot design based on the PWr Diving Crew project, documenting the evolution from simplified ROVs to AUVs with improved perception and autonomous task execution. The paper summarizes key design changes across generations and draws conclusions on structural optimization from practical experience.

Optimized Laser Triangulator for Underwater Robot Vision

K. Kacperowski, E. Szymańska, M. Purzycki, M. Skrok, M. Pietrzak
45th International Convention on Information, Communication and Electronic Technology · 2022
A low-cost laser triangulation–based 3D imaging device for AUVs/ROVs to enable underwater sensing in low-visibility conditions. The paper presents a simplified design approach and validates it through above- and underwater experiments measuring object dimensions and distances.

Mobile Robot Teleoperation via Android Mobile Device with UDP Communication

E. Szymańska, L. Petrović, I. Marković, I. Petrović
44th International Convention on Information, Communication and Electronic Technology · 2021
A UDP-based teleoperation system enabling real-time two-way communication between an Android device and ROS. The paper presents an Android app and ROS package for controlling a Turtlebot3, validated in both simulation and real-world tests, with modular open-source code provided.