During a dermoscopy examination, accurate and automatic skin lesion detection segmentation can assist medical experts in resecting problematic areas decrease the risk of deaths due to cancer. In order develop fully automated deep learning model for segmentation, authors design Attention Res-UNet by incorporating residual connections, squeeze excite units, atrous spatial pyramid pooling, attenti...

Abstract Arguably, automation is fast transforming many enterprise business processes, operational jobs into monitoring tasks. Consequently, the ability to sustain attention during extended periods of becoming a critical skill. This manuscript presents Brain-Computer Interface (BCI) prototype which seeks combat decrements in sustained tasks within an system. A brain-computer interface system us...