Facial recognition system image by analyzing multiple facial regions and details. It consists of a non-linear regression model that maps a specific thermal image into a corresponding visible facial image and an optimization issue that projects the latent projection back into the image space. ARL scientists have noted that the approach works by combining global information (i.e. features across the entire face) with local information (i.e. features regarding the eyes, nose, and mouth). In addition to enhancing the discriminability of the synthesized image, the facial recognition system can be used to transform a thermal face signature into a refined visible image of a
Rise to Remain to Remain contributed a cover of the song "Breed", on a cover album featuring artists such as The Dillinger Escape Plan (who covered "Territorial Pissings"), Evile (who covered "Lounge Act"), and The Blackout (covering "Stay Away"). After concluding the tour supporting Trivium and In Flames, Rise to Remain closed their touring commitments for 2011. Starting on 15 January 2012, Rise to Remain were meant to support Machine Head on their North American tour along with Suicide Silence and Darkest Hour in support. However, on 6 January 2012, bassist Joe Copcutt and drummer Pat Lundy announced their departure from the band,