Students

Deep Learning Architectures for Autonomous Perception: From Sensor Auto-Calibration to Efficient Multi-Object Tracking

Supervised by Amnir Hadachi

From Data Silos to Integrated Assurance: A Synthetic Data Approach to the Three Lines Model for Governance, Risk, and Compliance

Supervised by Eduardo Ribas Brito, Mahmoud Kamel Akila Soliman Shoush

Evaluating Visual-Language Models for Turn Signal Labeling in Autonomous Driving

Supervised by Amnir Hadachi, Helena Sokk, Tambet Matiisen

Short-Term Harbor Water Flow Forecasting Using Meteorological and In-situ Measurements

Supervised by Victor Henrique Cabral Pinheiro, Laura Piho

Sensor-Based Calibration and Validation of Urban Traffic Simulation Using Proxy OD Demand: A Case Study of Tartu

Supervised by Amnir Hadachi, Olja Fomina, Nuno Marques Da Costa

Air Handling Unit Fan Power Prediction

Supervised by Victor Henrique Cabral Pinheiro, Saleh Ragheb Saleh Alsaleh, Lauri Loo

Machine Learning-Based CO2 Emissions Estimation for Multimodal Logistics Chains

Supervised by Amnir Hadachi, Rasmus Karja

Machine Learning-Based CO2 Emissions Estimation for Multimodal Logistics Chains

Supervised by Amnir Hadachi, Rasmus Karja

Data-Driven Identification of ODD-Compatible Corridors for Shared Autonomous Shuttle Deployment: A Case Study of Gotland, Sweden

Supervised by Amnir Hadachi

A Multimodal Approach for Refining Mapping and Localization by Integrating Generative AI and Pedestrian-Centric Data

Supervised by Amnir Hadachi

Built Environment's Influence on the Subjective Experiences and Satisfaction of Urban Cycling

Supervised by Helen Tera, Soora Rasouli, James Thoem, Saadet Deveci Dilekci

Crowdsourced Perception of Neighbourhood Safety: A Case Study Using Airbnb Reviews

Supervised by Victor Henrique Cabral Pinheiro, Amnir Hadachi, Katarzyna Malgorzata Sowinska

Towards Integration of Mobile Network Data into Analyzing Human Mobility

Supervised by Amnir Hadachi, Eero Vainikko

Development and Analysis of a Crowdsourced Safety Map: User Input Study in Barcelona

Supervised by Amnir Hadachi, Silvia Casorran

Analysis of Bicycle Sharing Data for Decision Support to Expanding Tartu Cycling Infrastructure

Supervised by Mozhgan Pourmoradnasseri, Helen Tera

The influence of infrastructure to cyclist route choice in Bologna

Supervised by Amnir Hadachi, Rajesh Sharma, Flavio Bertini

An Approach for Generating Realistic Synthetic Transaction Data

Supervised by Amnir Hadachi, Alexander Jöhnemark, Jolanta Goldšteine

Short-term Traffic Forecasting Using Graph Neural Networks on Taxi Data

Supervised by Amnir Hadachi, Joonas Puura

Differences between population groups in time spent at home, work and other activity locations during COVID-19 in Tallinn

Supervised by Amnir Hadachi, Siiri Silm

Daily Real-time System for Assessing Urban Traffic Emissions Equilibrium Using IoT Data

Supervised by Amnir Hadachi

Data Mart for Photovoltaic Parks SCADA Systems

Supervised by Mozhgan Pourmoradnasseri, Taavi Sarnet

Anomaly Detection in CDR-Based Trajectories of the Mobile Cellular Network

Supervised by Amnir Hadachi

Differences in bike-sharing usage among varying demographic groups and its association with station-surrounding characteristics in Tartu, Estonia

Supervised by Amnir Hadachi, Siiri Silm

Alighting Estimation in Entry-only AFC Systems: A Case Study of Tartu City

Supervised by Mozhgan Pourmoradnasseri, Amnir Hadachi

Analytics and Decision Support for Public Bicycle Sharing in Tartu

Supervised by Mozhgan Pourmoradnasseri, Amnir Hadachi

CDR-Based Trajectory Reconstruction Using Transformers

Supervised by Amnir Hadachi

Detecting public transport mode in the city of Tartu using smartphone-based GPS data and machine learning methods

Supervised by Amnir Hadachi, Siiri Silm

Reinforcement Learning for Autonomous Navigation: A Case Study in Structured Environment

Supervised by Amnir Hadachi, Shan Wu

Towards Faster Masking of Dynamic Objects for Visual Simultaneous Localization and Mapping

Supervised by Amnir Hadachi, Artjom Lind

Exploring DeepSense Neural Network Architecture for Farming Events Detection

Supervised by Amnir Hadachi

Real-Time Event Detection System for Mobile Data

Supervised by Amnir Hadachi, Erki Saluveer

Creating a Novel Approach for Mobile Positioning Based on CDR Data

Supervised by Amnir Hadachi

Towards AI for Cloud Services Reliability Using Combined Metrics

Supervised by Artjom Lind, Chinmaya Kumar Dehury, Satish Narayana Srirama

Multimodal Route Planning Algorithm for Encouraging the Usage of Different Means of Public Transportation

Supervised by Amnir Hadachi

A New Approach of Video Ingestion Processing for Entertainment Systems

Supervised by Amnir Hadachi

Travel Time Prediction Based on Raw GPS Data

Supervised by Amnir Hadachi

Road Surface Recognition Based on DeepSense Neural Network using Time Series Accelerometer Data

Supervised by Amnir Hadachi

A Statistical Drift Detection Method

Supervised by Toivo Vajakas, Sherif Aly Ahmed Sakr

Emergency Vehicle Warning System for Automotives' Navigational Systems

Supervised by Amnir Hadachi

Modelling and Simulating Indoor Pedestrian Movement Behaviour and Displacement

Supervised by Amnir Hadachi

Link Travel Time Prediction Based on O-D Matrix and Neural Networks

Supervised by Amnir Hadachi

Accuracy Affecting Factors for Optical Handwritten Character Recognition

Supervised by Amnir Hadachi

Human Body Poses Recognition Using Neural Networks with Class Based Data Augmentation

Supervised by Amnir Hadachi, Artjom Lind

Road Detection and Recognition from Monocular Images Using Neural Networks

Supervised by Amnir Hadachi

Real-time Localisation and Tracking System for Navigation Based on Mobile Multi-sensor Fusion

Supervised by Amnir Hadachi, Artjom Lind

Sales and Demographic Data Visualization, Analysis and Forecasting

Supervised by Amnir Hadachi

Stop Detection and Location Accuracy Improvement in Mobile Positioning

Supervised by Toivo Vajakas

Vehicle Detection Based on Convolutional Neural Networks

Supervised by Amnir Hadachi

Trajectory Reconstruction and Mobility Pattern Analysis Based on Call Detail Record Data

Supervised by Amnir Hadachi

Pedestrian Detection and Tracking in Urban Context Using a Mono-camera

Supervised by Amnir Hadachi

Opinion Mining and Sentiment Analysis using Bayesian and Neural Networks Approaches

Supervised by Amnir Hadachi, Artjom Lind

Simulating Cellular Network Behaviour in the Context of Urban Environment

Supervised by Amnir Hadachi, Artjom Lind

Human Mobility Mining Using Spatio-Temporal Data

Supervised by Amnir Hadachi

Foot Detection Method for Footwear Augmented Reality Applications

Supervised by Amnir Hadachi

Probabilistic Location Estimate of Passive Mobile Positioning Events

Supervised by Toivo Vajakas

Mobility Data Mining for Rural and Urban Map-Matching

Supervised by Amnir Hadachi

Placement and Movement Episodes Detection using Mobile Trajectories Data

Supervised by Amnir Hadachi, Elis Kõivumägi

Integrating VDE into the F2F framework

Supervised by Artjom Lind, Eero Vainikko