Proceedings ArticleDOI
Automatic Seizure Detection in Face Videos Based on CWT
Gamal Fahmy,Abdul M. Illiyasu,A. Tawfik +2 more
- pp 58-62
TLDR
A novel Radon Transform based technique on Dual Tree Complex Wavelet DT-CWT coefficients that can give an indication of early seizure signs from videos by magnifying micro movements in a complete automatic manner, without any human interaction is introduced.Abstract:
Magnifying micro movements of natural videos that are undetectable by human eye have recently received considerable interests. This is due to its impact on numerous applications. Seizure has been classified as a dangerous symptom of a victim’s behavior. It is an indication of abnormality in the brain neuro activity which can lead to a damage of brain cells and victims gets worse rapidly. In this paper, we introduce a novel Radon Transform based technique on Dual Tree Complex Wavelet DT-CWT coefficients that can give an indication of early seizure signs from videos by magnifying micro movements in a complete automatic manner, without any human interaction. We modify the phases of the CWT wavelet coefficients of successive video frames, in order to detect any minor change in the object’s spatial position. We limited our experiments to baby video due to data availability and privacy conformity. We were able to detect all cases of true seizure in our limited database as will be illustrated in our simulation results. Our results show that our proposed system can be utilized for automatic seizure detection and analysis.read more
References
More filters
Journal ArticleDOI
The dual-tree complex wavelet transform
TL;DR: Several methods for filter design are described for dual-tree CWT that demonstrates with relatively short filters, an effective invertible approximately analytic wavelet transform can indeed be implemented using the dual- tree approach.
Journal ArticleDOI
Phase-based video motion processing
TL;DR: A technique to manipulate small movements in videos based on an analysis of motion in complex-valued image pyramids that supports larger amplification factors and is significantly less sensitive to noise is introduced.
Journal ArticleDOI
Motion magnification
TL;DR: Motion magnification as discussed by the authors is a technique that acts like a microscope for visual motion, which can amplify subtle motions in a video sequence, allowing for visualization of deformations that would otherwise be invisible.
Journal ArticleDOI
The cartoon animation filter
TL;DR: A simple filter that takes an arbitrary input motion signal and modulates it in such a way that the output motion is more "alive" or "animated", and shows that the filtered motion exhibits anticipation, follow-through, exaggeration and squash-and-stretch effects which are not present in the original input motion data.
Journal ArticleDOI
Orthogonal discrete radon transform over p n × p n images
TL;DR: This paper presents a discrete Radon transform based on arrays of size pn × pn where p is prime (p ≥ 2) and n ∈ N and invertibly maps the image as pn + pn-1 projections of length pn wrapped under modulo pn arithmetic.