US 11,443,142 B2 · In-storage-based data processing using machine learning

Abstract

A programmable data storage device configured to process images via an embedded processor is disclosed. The processor identifies luminance and chrominance data of a received image, and retrieves a first machine learning model stored in the storage device. The first model is applied for making a first prediction about the image based on luminance data, and a first determination is made in regards to a criterion. In response to making the first determination, a first label associated with the first prediction is returned. A second determination is also made in regards to the criterion. In response to making the second determination, a second machine learning model stored in the storage device is retrieved. The second machine learning model is applied for making a second prediction about the image based on the color data associated with the image, and a second label associated with the second prediction is determined.

Claims20

Dependent claims

A method for processing images comprising:

receiving, by a processor embedded in a storage device, an image from a source;
identifying, by the processor, luminance and chrominance data for the received image;
retrieving, by the processor, a first machine learning model stored in the storage device;
applying, by the processor, the first machine learning model for making a first prediction about the image based on the luminance data;
selectively conducting a second prediction based on a result of the first prediction, the conducting of the second prediction including:
retrieving, by the processor, a second machine learning model stored in the storage device;
applying, by the processor, the second machine learning model for making the second prediction about the image based on the chrominance data associated with the image;
and
determining, by the processor, a first label associated with the second prediction.

6 more elements

Dependencies are inferred from the claim text.

In-storage-based data processing using machine learning

Life of this patent

In-storage-based data processing using machine learning

Life of this patent

Abstract

Claims20