17940863. Image Enhancement using Integrated Circuit Devices having Analog Inference Capability simplified abstract (Micron Technology, Inc.)

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Image Enhancement using Integrated Circuit Devices having Analog Inference Capability

Organization Name

Micron Technology, Inc.

Inventor(s)

Poorna Kale of Folsom CA (US)

Image Enhancement using Integrated Circuit Devices having Analog Inference Capability - A simplified explanation of the abstract

This abstract first appeared for US patent application 17940863 titled 'Image Enhancement using Integrated Circuit Devices having Analog Inference Capability

Simplified Explanation

The abstract describes a method to enhance images using an integrated circuit device. The method involves receiving data of an input image, generating input data for an inference logic circuit, performing operations of multiplication and accumulation using memory cells with programmed threshold voltages, generating output data based on the results of the operations, and finally generating data of an output image enhanced from the input image.

  • Receiving data of an input image
  • Generating input data for an inference logic circuit
  • Performing operations of multiplication and accumulation using memory cells with programmed threshold voltages
  • Generating output data based on the results of the operations
  • Generating data of an output image enhanced from the input image

Potential Applications

This technology can be applied in various fields such as image processing, computer vision, and artificial intelligence.

Problems Solved

This technology solves the problem of enhancing images efficiently and accurately using integrated circuit devices.

Benefits

The benefits of this technology include improved image quality, faster image processing, and reduced power consumption.

Potential Commercial Applications

Potential commercial applications of this technology include image editing software, surveillance systems, medical imaging devices, and autonomous vehicles.

Possible Prior Art

One possible prior art could be the use of neural networks for image enhancement, but this method specifically focuses on using integrated circuit devices for efficient image processing.

Unanswered Questions

How does this method compare to traditional image enhancement techniques?

This article does not provide a direct comparison between this method and traditional image enhancement techniques. It would be helpful to understand the advantages and disadvantages of this method in comparison to existing techniques.

What are the limitations of using integrated circuit devices for image enhancement?

The article does not address any potential limitations of using integrated circuit devices for image enhancement. It would be important to know if there are any constraints or challenges in implementing this method in practical applications.


Original Abstract Submitted

A method to enhance images, including: receiving, in an image processing logic circuit in an integrated circuit device, first data representative of an input image; generating, by the image processing logic circuit, input data for an inference logic circuit in the integrated circuit device; generating, by the inference logic circuit, a column of bits from the input data; performing, by the inference logic circuit using memory cells in the integrated circuit device having threshold voltages programmed to represent at least one weight matrix, operations of multiplication and accumulation, via reading concurrently rows of the memory cells selected according to the column of bits; generating, by the inference logic circuit, output data based on results of the operations multiplication and accumulation; and generating, by the image processing logic circuit using the output data, second data representative of an output image enhanced from the input image.