Intel Corporation

Verizon Patent and Licensing Inc.

Guangli Zhang

Yu Zhang

Anbang Yao

James Armand Baldwin

Xiao Zhou

Dian Gu

Techniques related to poly-scale kernel-wise convolutional neural network layers are discussed. A poly-scale kernel-wise convolutional neural network layer is applied to an input volume to generate an output volume and include filters each having a number of filter kernels with the same sample rate and differing dilation rates optionally in a repeating pattern of dilation rate groups within each of filters with the pattern of dilation rate groups offset between the filters the poly-scale kernel-wise convolutional neural network layer.

Poly-scale kernel-wise convolution for high-performance visual recognition applications

Embodiments of apparatus and methods for human-computer interaction are described. An apparatus for human-computer interaction may have one or more processors, multiple sensors to measure motion of a body part of a user, a communication module to communicate with a remote computing device, and an interpretation module to interpret the motion of the body part of the user to be associated with an indication of a user input to the remote computing device. The components may be encased in a body configured to be worn by the user. Other embodiments may be described and/or claimed.

Human computer interaction using wearable device

Apparatuses, methods and storage medium associated with voice and/or facial recognition based service provision are disclosed herein. In embodiments, an apparatus may include a voice recognition engine and a facial recognition engine configured to provide, individually or in cooperation with each other, identification of a user at a plurality of identification levels. The apparatus may further include a service agent configured to provide a service to a user of the apparatus, after the user has been identified at least at an identification level required to receive the service. Other embodiments may be described and/or claimed.

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Shanghai, China

Guangli Zhang