Samsung electronics co., ltd. (20240135682). ELECTRONIC DEVICE FOR IMPROVING THE EXPLAINABILITY OF SATELLITE IMAGE simplified abstract

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ELECTRONIC DEVICE FOR IMPROVING THE EXPLAINABILITY OF SATELLITE IMAGE

Organization Name

samsung electronics co., ltd.

Inventor(s)

Chan-Hyun Youn of Daejeon (KR)

Taewoo Kim of Daejeon (KR)

Changha Lee of Daejeon (KR)

Minsu Jeon of Daejeon (KR)

ELECTRONIC DEVICE FOR IMPROVING THE EXPLAINABILITY OF SATELLITE IMAGE - A simplified explanation of the abstract

This abstract first appeared for US patent application 20240135682 titled 'ELECTRONIC DEVICE FOR IMPROVING THE EXPLAINABILITY OF SATELLITE IMAGE

Simplified Explanation

The abstract describes an electronic device that utilizes artificial intelligence models to process data and output a classification result. The device includes a memory and at least one processor to execute instructions for inputting data to convolution and attention models, amplifying feature maps, and classifying the data.

  • The electronic device includes a memory and processor to execute instructions for processing data using artificial intelligence models.
  • The device inputs data to convolution and attention models to obtain feature maps and attention maps.
  • It amplifies feature maps based on attention maps to enhance specific regions.
  • The device then classifies the data using a classifier to output a classification result.

Potential Applications

This technology can be applied in various fields such as image recognition, natural language processing, and medical diagnosis.

Problems Solved

This technology helps in improving the accuracy and efficiency of classification tasks by utilizing artificial intelligence models.

Benefits

The benefits of this technology include enhanced data processing capabilities, improved classification accuracy, and potential for automation in various industries.

Potential Commercial Applications

One potential commercial application of this technology could be in the development of advanced security systems for image and voice recognition.

Possible Prior Art

Prior art in this field may include research papers or patents related to artificial intelligence models for data processing and classification tasks.

What are the specific artificial intelligence models used in this technology?

The abstract mentions the use of convolution and attention models, but it does not provide detailed information on the specific architecture or algorithms employed in these models.

How does the device handle input data that is complex or noisy?

The abstract does not address how the device processes complex or noisy input data to ensure accurate classification results.


Original Abstract Submitted

an electronic device includes a memory configured to store at least one instruction; and at least one processor configured to execute the at least one instruction to: input first data to a first artificial intelligence model including a plurality of convolution blocks sequentially connected with a pooling layer interposed therebetween to obtain a plurality of feature maps that are output by corresponding ones of the plurality of convolution blocks, input the first data and the plurality of feature maps to a second artificial intelligence model including a plurality of local attention blocks sequentially connected to obtain a plurality of attention maps that are output by corresponding ones of the plurality of local attention blocks, output an amplified feature map by amplifying a region corresponding to a last attention map among the plurality of attention maps in a last feature map among the plurality of feature maps, and input the amplified feature map to a classifier to output a classification result for the first data.