2022
DOI: 10.3390/su141811420
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Digital Transformation in Epilepsy Diagnosis Using Raw Images and Transfer Learning in Electroencephalograms

Abstract: Epilepsy diagnosis is a medical care process that requires considerable transformation, mainly in developed countries, to provide efficient and effective care services taking into consideration the low number of available neurologists, especially in rural areas. EEG remains the most common test used to diagnose epilepsy. In recent years, there has been an increase in deep learning techniques to analyze electroencephalograms (EEG) to detect epileptiform events. These types of techniques support the epilepsy dia… Show more

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Cited by 4 publications
(4 citation statements)
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“…DFT represents a signal as a combination of complex exponentials known as frequencies [14] with discrete sampling consisting of equidistant N point. s[n], represented as s[0], s [1], s [2] ,…, s[N -1]. In other words, in this transform, the given signal is considered as a periodic signal and applies this signal over a period of N. Applying DFT to s[n] generates another sequence s [k].…”
Section: Obtaining Frequency Features Using Dftmentioning
confidence: 99%
See 3 more Smart Citations
“…DFT represents a signal as a combination of complex exponentials known as frequencies [14] with discrete sampling consisting of equidistant N point. s[n], represented as s[0], s [1], s [2] ,…, s[N -1]. In other words, in this transform, the given signal is considered as a periodic signal and applies this signal over a period of N. Applying DFT to s[n] generates another sequence s [k].…”
Section: Obtaining Frequency Features Using Dftmentioning
confidence: 99%
“…Epilepsy is a chronic condition that affects more than 50 million people worldwide and requires long-term follow-up. It commonly manifests as epileptic seizures due to sudden and abnormal discharge of nerve cells from the brain [1]. These seizures can occur in different types and vary in response to treatment from person to person.…”
Section: Introductionmentioning
confidence: 99%
See 2 more Smart Citations