Samsung Electronics Co., Ltd.

Hyejung Kim

Seok-Jun Lee

Chenchi Luo

Manish Goel

David D Liu

Michael Oliver Polley

Yuming Zhu

John Seokjun Lee

Injoon Hong

Hideo Tamama

A method, an electronic device, and computer readable medium are provided. The method includes receiving an input into a neural network that includes a kernel. The method also includes generating, during a convolution operation of the neural network, multiple panel matrices based on different portions of the input. The method additionally includes successively combining each of the multiple panel matrices with the kernel to generate an output. Generating the multiple panel matrices can include mapping elements within a moving window of the input onto columns of an indexing matrix, where a size of the window corresponds to the size of the kernel.

Convolution streaming engine for deep neural networks

A method to map a plurality of feature maps of a neural network onto a memory hierarchy includes mapping a first feature map of the plurality of feature maps to a memory in a memory hierarchy having available memory space and providing quickest access to the first feature map. The method also includes, when the first feature map expires, removing the first feature map from the memory used to store the first feature map.

Dynamic memory mapping for neural networks

A method of analyzing objects in images recorded by a camera of a head mounted device is disclosed. The method comprises performing eye tracking while recording the images; determining a region of interest of an image based upon the eye tracking; generating a bounding box based upon the region of interest; cropping an image based upon the bounding box to generate a cropped image; performing a fine cropping of the cropped image; and detecting an object in the cropped image. An electronic device for analyzing objects in images recorded by a camera of a head mounted device is also disclosed.

Method of analyzing objects in images recorded by a camera of a head mounted device

Growing community of inventors

Murphy, TX, United States of America

Hyejung Kim