Enhancing Healthcare with EOG: A Novel Approach to Sleep Stage Classification

no code implementations • 25 Sep 2023 • Suvadeep Maiti, Shivam Kumar Sharma, Raju S. Bapi

We introduce an innovative approach to automated sleep stage classification using EOG signals, addressing the discomfort and impracticality associated with EEG data acquisition.

Classification EEG

Transparency in Sleep Staging: Deep Learning Method for EEG Sleep Stage Classification with Model Interpretability

no code implementations • 10 Sep 2023 • Shivam Sharma, Suvadeep Maiti, S. Mythirayee, Srijithesh Rajendran, Raju Surampudi Bapi

A distinctive aspect of this study is the adaptation of GradCam for sleep staging, marking the first instance of an explainable DL model in this domain with alignment of its decision-making with sleep expert's insights.

Classification Decision Making +3