Seminars and Events at automatic control
All seminars are held at the Department of Automatic Control, in the seminar room M:2112B on the second floor in the M-building, unless stated otherwise.
MSc, David Rannaleet and Victor Gunnarsson: Diffusion Modelling approaches to EEG-based Auditory Attention Decoding
Seminarium
From:
2024-02-16 11:15
to
12:00
Place: Seminar Room M 3170-73 at Dept. of Automatic Control, LTH
Contact: bo [dot] bernhardsson [at] control [dot] lth [dot] se
Date & Time: February 16th, 11:15-12:00
Location: Seminar Room M 3170-73 at Dept. of Automatic Control, LTH
Author: David Rannaleet and Victor Gunnarsson
Title: Diffusion Modelling approaches to EEG-based Auditory Attention Decoding
Supervisor: Bo Bernhardsson, LTH, Emina Alickovic, Martin Skoglund
Examiner: Pontus Giselsson, LTH
Abstract: Diffusion probabilistic models (DPMs) are a class of generative models which have achieved widespread success in image generation, with the likes of Stable Diffusion, DALL-E and more. We have investigated using DPMs to generate synthetic electroencephalography (EEG) data and its viability in being used as a data augmentation method for classification tasks.