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Not stated in source 2020 Needs review

Semantic segmentation of image sequences using a spatio-temporal U-Net

Author
Manuel Danner
University
TU Wien
Country
Austria
Main specialisation
AI in Healthcare › Image Segmentation

In biomedical research, detailed structure of tissues, cells, organelles and macromolecular complexes is investigated with electron microscopy (EM) images. On this account, large amounts of high resolution images from biological and clinical specimens exist. A…

Not stated in source 2020 Needs review

Deep Structured Multi-Task Learning for Computer Vision in Autonomous Driving

Author
Marvin Teichmann
University
University of Cambridge
Country
United Kingdom
Main specialisation
Computer Vision › Image Segmentation

The field of computer vision is currently dominated by deep learning advances. Convolutional Neural Networks (CNNs) have become the predominant tool for solving almost any computer vision task, so state-of-the-art systems have been built by using the predictiv…

Not stated in source 2020 Needs review

Static and Dynamic Affordance Learning in Vision-based Direct Perception for Autonomous Driving

Author
Jean Marie Uwabeza Vianney
University
University of Waterloo
Country
Canada
Main specialisation
Computer Vision › Predictive Analytics & Time Series

The recent development in autonomous driving involves high-level computer vision and detailed road scene understanding. Today, most autonomous vehicles are using the mediated perception approach for path planning and control, which highly rely on high-definiti…

Not stated in source 2019 Needs review

Application of Machine Learning Methods on Predictive Maintenance

Author
Feranmi Akanni
University
Tampere University
Country
Finland
Main specialisation
Machine Learning › Predictive Analytics & Time Series

Maintenance is important in optimization of the business value of a functional unit and this optimization can only be achieved through predictive maintenance which ensures that maintenance activities are not carried out before due time and at the same time, pr…

Not stated in source 2019 Needs review

Interpretability of a Deep Learning Model for Semantic Segmentation : Example of Remote Sensing Application

Author
Adrianna Janik
University
KTH Royal Institute of Technology
Country
Sweden
Main specialisation
Computer Vision › Image Segmentation

Understanding a black-box model is a major problem in domains that relies on model predictions in critical tasks. If solved, can help to evaluate the trustworthiness of a model. This thesis proposes a user-centric approach to black-box interpretability. It add…

Not stated in source 2019 Needs review Available

Application of machine learning in production scheduling

Author
Georg Faustmann
University
TU Wien
Country
Austria
Main specialisation
Machine Learning › Predictive Analytics & Time Series

For human experts, it is often too hard or too time-consuming to manually detect patterns in big data sets. Machine learning is applied in many areas to detect such patterns. Its applications are by no means limited to research, as machine learning also plays…

Not stated in source 2018 Needs review Available

Application of automatic speech recognition technologies to singing

Author
Anna Kruspe
University
Not available
Country
Germany
Main specialisation
Natural Language Processing › Speech Recognition

The research field of Music Information Retrieval is concerned with the automatic analysis of musical characteristics. One aspect that has not received much attention so far is the automatic analysis of sung lyrics. On the other hand, the field of Automatic Sp…

Not stated in source 2017 Needs review

Object detection and analysis using computer vision

Author
Victor Friedmann Sandin ; Anna Thomsen
University
Not available
Country
Not available
Main specialisation
Computer Vision › Object Detection

The project was performed at Consat Engineering AB’s facilities at Lindholmen, Gothenburg, in the spring of 2017. Consat Engineering AB produced a prototype that included a vision system, to analyze objects. This thesis exists to develop a proof of concept in…

Not stated in source 2026 Needs review

Uncertainty in large language models

Author
Lukas Aichberger
University
Johannes Kepler Universitat Linz
Country
Austria
Main specialisation
Natural Language Processing › Large Language Models

Large language models (LLMs) are increasingly serving as a primary interface for accessing information and interacting with digital systems. Nonetheless, LLMs can generate text that includes incorrect or unsupported claims while being fluent, coherent, and pre…

Not stated in source 2025 Needs review

Forecasting euro area inflation using time series and machine learning techniques

Author
Vyshnivska, Ruslana
University
Johannes Kepler Universitat Linz
Country
Austria
Main specialisation
Machine Learning › Predictive Analytics & Time Series

Machine learning models have been extensively used for forecasting inflation in individual countries, yet the number of studies focusing on the euro area is comparatively lower. The objective of this thesis is to compare the out-of-sample forecast performance…

Not stated in source 2021 Needs review

Explaining Graph Neural Networks

Author
Tobias Christian Nauen
University
Leibniz Universität Hannover
Country
Germany
Main specialisation
Computer Vision › Graph Neural Networks

Graph Neural Networks are an up-and-coming class of neural networks that operate on graphs and can therefore deal with connected, highly complex data. As explaining neural networks becomes more and more important, we investigate different ways to explain graph…