Print Email Facebook Twitter Verification & Validation of Focus of Expansion estimation algorithm employing event-based optic flow Title Verification & Validation of Focus of Expansion estimation algorithm employing event-based optic flow Author Knoops, Stefan (TU Delft Aerospace Engineering) Contributor de Croon, G.C.H.E. (mentor) Degree granting institution Delft University of Technology Programme Aerospace Engineering Date 2022-11-15 Abstract Event based vision has recently attracted a lot of attention. High data rates and robustness to lighting variations make it a valid option for indoor navigation. The previously developed FAITH algorithm calculates a possible Focus of Expansionarea based on negative half-planes generated by optic flow and by employing a RANSAC search, a fast and reliable Focus of Expansion estimation can be performed. This paper builds upon this algorithm by verifying and validating thealgorithm, improving the derotation capabilities and optimising for computational efficiency. Compared to earlier work, a higher accuracy and an increased robustness are realised by improving the data handling. Simulator results show accuracies in the range of 2 to 5 degrees. Online testing on a drone shows accuracies of up to 5 degrees while obtaining calculation times of only2 · 10−3s and rates of 140Hz. Comparing the method to an alternative shows higher accuracy and better suitability to normal flow. Further research may contribute to more stable results and explore different hardware solutions. To reference this document use: http://resolver.tudelft.nl/uuid:1caff7b3-5c17-4b80-abea-19c629ce6051 Part of collection Student theses Document type master thesis Rights © 2022 Stefan Knoops Files PDF Final_MSc_Thesis_Stefan_Knoops.pdf 8.31 MB Close viewer /islandora/object/uuid:1caff7b3-5c17-4b80-abea-19c629ce6051/datastream/OBJ/view