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Augmented Reality for Visualizing Computer Vision Algorithms
Within this thesis, you have the chance to work with Augmented Reality (HoloLens2) and computer vision systems.
The goal of this research-oriented thesis is to help develop a system that visualizes the output of computer vision algorithms (e.g. convolutional neural network for image classification). This system can then be tested in a real environment, for instance a factory setting where employees use Augmented Reality to visualize where potential material faults occur.
The thesis is research-oriented but at the same time driven by real-world data, which we will provide.
Computer vision algorithms (classic or AI-based) are an important aspect in many industries. For instance, the quality of products is often checked automatically by cameras and vision systems.
Using Augmented Reality to visualize the results and/or explanations for results can be benefitial for people who work with such vision systems. For example, this way employees in a car factory can immediately see where a material fault was detected and why. To achieve this, AR can be used alongside classical and AI-based computer vision systems.
Computer vision algorithms (classic or AI-based) are an important aspect in many industries. For instance, the quality of products is often checked automatically by cameras and vision systems.
Using Augmented Reality to visualize the results and/or explanations for results can be benefitial for people who work with such vision systems. For example, this way employees in a car factory can immediately see where a material fault was detected and why. To achieve this, AR can be used alongside classical and AI-based computer vision systems.
The goal of this work is to develop (and evaluate) an AR system that visualizes a vision system's result and potential explanations (e.g. heatmaps, feature importance,...). For this, a HoloLens 2 will be provided as well as data sets from industry. You are expected to work with Unity and c#.
The goal of this work is to develop (and evaluate) an AR system that visualizes a vision system's result and potential explanations (e.g. heatmaps, feature importance,...). For this, a HoloLens 2 will be provided as well as data sets from industry. You are expected to work with Unity and c#.
We are looking for Bsc or Msc students with the following characteristics:
- Interest in AR and standard or AI-based vision algorithms
- Interest or (better) experience with Unity / HoloLens
- Interest in Human-Machine-Interaction (e.g., visualization, interfaces in AR)
- Basic coding skills in C# and Python
- Willingness to conduct part of the work from Zurich. Note: For other parts of the thesis (writing, literature search, coding) home office from anywhere is possible
Contact:
Arne Seeliger (aseeliger@ethz.ch)
ETH Zurich
D-MTEC
Chair for Management Information Systems (MIS) & Chair of Production and Operations Management(POM)
We are looking for Bsc or Msc students with the following characteristics:
- Interest in AR and standard or AI-based vision algorithms - Interest or (better) experience with Unity / HoloLens - Interest in Human-Machine-Interaction (e.g., visualization, interfaces in AR) - Basic coding skills in C# and Python - Willingness to conduct part of the work from Zurich. Note: For other parts of the thesis (writing, literature search, coding) home office from anywhere is possible
Contact: Arne Seeliger (aseeliger@ethz.ch) ETH Zurich D-MTEC Chair for Management Information Systems (MIS) & Chair of Production and Operations Management(POM)