Abstract: An apparatus comprises a video baton for insertion into a plurality of laryngoscope blade covers having different sizes and geometries. The video baton comprises: a handle portion, a shuttle assembly slidingly positioned within the handle portion between an extended position and a retracted position, and a flexible coupling element having a proximal end and a distal end. The flexible coupling element is coupled to the shuttle assembly at the proximal end and an image capturing and lighting assembly positioned at the distal end of the flexible coupling element.

Abstract: Automated facial recognition is performed by operation of a convolutional neural network including groups of layers in which the first, second, and third groups include a convolution layer, a max-pooling layer, and a parametric rectified linear unit activation function layer. A fourth group of layers includes a convolution layer and a parametric rectified linear unit activation function layer.

Abstract: Automated facial recognition is performed by operation of a convolutional neural network including groups of layers in which the first, second, and third groups include a convolution layer, a max-pooling layer, and a parametric rectified linear unit activation function layer. A fourth group of layers includes a convolution layer and a parametric rectified linear unit activation function layer.