公开(公告)号：US20210214874A1

公开(公告)日：2021-07-15

申请号：US17272809

申请日：2019-08-23

Applicant: Optimum Semiconductor Technologies Inc.

Inventor： Sabin Daniel IANCU ,  John GLOSSNER ,  Beinan WANG

IPC: D06F33/32 ,  D06F34/18

Abstract: A washing machine including a rotatable cylinder comprising a washing chamber to hold washables, one or more sensors, and a processing device, communicatively connected to the one or more sensors to control an operation of the washing machine, to receive sensor data captured by the one or more sensors, determine, using a machine learning model based on the sensor data, a plurality of properties associated with the washables, determine a setting for the washing machine based on the plurality of properties, and cause the washing machine to operate according to the setting.

公开(公告)号：US20220114807A1

公开(公告)日：2022-04-14

申请号：US17264146

申请日：2019-07-24

Applicant: Optimum Semiconductor Technologies Inc.

Inventor： Sabin Daniel IANCU ,  Beinan WANG ,  John GLOSSNER

IPC: G06V10/82 ,  G06T7/194 ,  G06T7/20 ,  B60W60/00 ,  G06N3/04 ,  G06N3/08

Abstract: A system and method relating to object detection may include receiving an image frame comprising an array of pixels captured by an image sensor associated with the processing device, identifying a near-field image segment and a far-field image segment in the image frame, applying a first neural network trained for near-field image segments to the near-field image segment for detecting the objects presented in the near-field image segment, and applying a second neural network trained for far-field image segments to the far-field image segment for detecting the objects presented in the near-field image segment.

公开(公告)号：US20210232871A1

公开(公告)日：2021-07-29

申请号：US17258015

申请日：2019-06-20

Applicant: Optimum Semiconductor Technologies Inc.

Inventor： Sabin Daniel IANCU ,  John GLOSSNER ,  Beinan WANG

IPC: G06K9/62 ,  G06T7/50 ,  G06K9/46 ,  G06K9/20 ,  G06N3/04

Abstract: A system and method relating to object detection using multiple sensor devices include receiving a range data comprising a plurality of points, each of plurality of points being associated with an intensity value and a depth value, determining, based on the intensity values and depth values of the plurality of points, abounding box surrounding a cluster of points among the plurality of points, receiving a video image comprising an array of pixels, determining a region in the video image corresponding to the bounding box, and applying a first neural network to the region to determine an object captured by the range data and the video image.

公开(公告)号：US20220262002A1

公开(公告)日：2022-08-18

申请号：US17623714

申请日：2020-06-30

Applicant: Optimum Semiconductor Technologies Inc.

Inventor： Beinan WANG ,  John GLOSSNER ,  Sabin Daniel IANCU

IPC: G06T7/10 ,  G06T3/40

Abstract: A system and method relating to constructing an encoder and decoder neural network for providing semantic image segmentation includes generating an encoder comprising encoding convolution layers, each of the encoding convolution layers specifying an encoding filter operation using a respective first filter kernel, generating a decoder corresponding to the encoder, the decoder comprising decoding convolution layers, each of the decoding convolution layers being associated with a corresponding encoding convolution layer, and each of the decoding convolution layers specifying a decoding filter operation using a respective second filter kernel derived from the first filter kernel of the corresponding encoder convolution layer, and providing an input image to the encoder and the decoder for semantic image segmentation.

公开(公告)号：US20220095434A1

公开(公告)日：2022-03-24

申请号：US17433673

申请日：2020-02-21

Applicant: Optimum Semiconductor Technologies Inc.

Inventor： Keyi LI ,  Sabin Daniel IANCU ,  John GLOSSNER ,  Beinan WANG ,  Samantha MURPHY

IPC: H05B47/105 ,  G06T7/90 ,  H05B45/20 ,  B60Q1/20

Abstract: An intelligent light system installed on a motor vehicle includes a light source to provide illumination for the motor vehicle, wherein a wavelength of a light beam generated by the light source is adjustable, a plurality of sensors for capturing sensor data of an environment surrounding the motor vehicle, and a processing device to receive the sensor data captured by the plurality of sensors, provide the sensor data to a neural network to determine a first state of the environment, and issue a control signal to adjust the wavelength of the light beam based on the determined first state of the environment.