University of Twente Student Theses
As of Friday, 8 August 2025, the current Student Theses repository is no longer available for thesis uploads. A new Student Theses repository will be available starting Friday, 15 August 2025.
Towards a Usable Crime-Based Anomaly Detection Model
Strijbosch, Daan (2024) Towards a Usable Crime-Based Anomaly Detection Model.
|
PDF
3MB |
| Abstract: | With an ever-increasing amount of video footage being gathered, the interest in automated anomaly detection in video has seen a large increase. This paper aims to go beyond the technical implementation of a video anomaly detection model and look into what is needed to take this technology into practice. By describing the legal and ethical aspects of automated anomaly detection in video and gathering feedback from the Netherlands Forensic Institute, a novel anomaly detection methodology is created and tested. The proposed methodology uses I3D features to provide a class-agnostic method of detecting anomalies in video. Although performance is not at the level of the current state of the art, the agnostic nature as well as the analysis and discussion of relevant literature, provide an important step to bring these technologies into practice. |
| Item Type: | Essay (Master) |
| Faculty: | EEMCS: Electrical Engineering, Mathematics and Computer Science |
| Subject: | 54 computer science |
| Programme: | Computer Science MSc (60300) |
| Link to this item: | https://purl.utwente.nl/essays/102236 |
| Export this item as: | BibTeX EndNote HTML Citation Reference Manager |
Show download statistics for this publication
Show download statistics for this publicationRepository Staff Only: item control page