# US 2021/0279430 A1 · Image analysis-based adaptation techniques for localization of content presentation

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- Number: US 2021/0279430 A1
- Document ID: US20210279430A1
- Status: Published application
- Kind: A1
- Application number: 16/807,899
- Filed: 2020-03-03
- Published: 2021-09-09
- Earliest claimed: 2020-03-03
- Assignees: Dell Products L.P.
- Applicants: Dell Products L.P.
- Inventors: Sathish Kumar Bikumala; Parminder Singh Sethi
- Web page: https://patentgrep.com/patent/US20210279430A1

## CPC

- G06F 40/58: Use of machine translation, e.g. for multi-lingual retrieval, for server-side translation for client devices or for real-time translation
- G06F 18/22: Matching criteria, e.g. proximity measures
- G06F 40/103: Formatting, i.e. changing of presentation of documents (automatic justification G06F40/189; automatic line break hyphenation G06F40/191)
- G06F 40/16: Automatic learning of transformation rules, e.g. from examples
- G06F 40/268: Morphological analysis
- G06F 40/284: Lexical analysis, e.g. tokenisation or collocates
- G06F 40/289: Phrasal analysis, e.g. finite state techniques or chunking
- G06F 40/295: Named entity recognition
- G06F 40/30: Semantic analysis
- G06V 30/414: Extracting the geometrical structure, e.g. layout tree; Block segmentation, e.g. bounding boxes for graphics or text
- G06V 30/418: Document matching, e.g. of document images
- G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N)
- G06V: IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING

## Abstract

Techniques for localization of a content presentation in an information processing system are provided. In one example, a method adapts translated content to accommodate an original content design structure (e.g., wireframe) when such translated content is inconsistent with the original content design structure. In another example, a method adapts the original content design structure when translated content is inconsistent with the original content design structure. In yet another example, an image analysis method is used to adapt translated content determined to be inconsistent with the original content design structure.

## Claims

### Claim 1

A system, comprising:
at least one processing device comprising a processor operatively coupled to a memory, wherein the at least one processing device, for a given content presentation, is configured to:
obtain content in a source language and a content design structure that is consistent with the source language content;
translate the source language content to content in at least one destination language;
obtain a first image of the content in association with the content design structure and a second image of the content in association with the content design structure;
compare the first image and the second image to determine one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure; and
adapt the one or more inconsistent portions of translated content to generate one or more adapted portions of translated content that are consistent with the content design structure such that the given content presentation is localized for the at least one destination language.

### Claim 2 (depends on 1)

The system of claim 1, wherein determining one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure further comprises determining that one or more portions of the translated content are out of scope with respect to the content design structure.

### Claim 3 (depends on 2)

The system of claim 2, wherein a portion of translated content is out of scope when the portion of translated content is one of truncated and misaligned in the content design structure as compared with the corresponding portion of source language content.

### Claim 4 (depends on 1)

The system of claim 1, wherein adapting one or more inconsistent portions of translated content to generate one or more adapted portions of translated content that are consistent with the content design structure further comprises obtaining one or more portions of alternative translated content that have a same or similar meaning to the one or more inconsistent portions of translated content and that are consistent with one or more dimensions associated with corresponding components of the content design structure.

### Claim 5 (depends on 1)

The system of claim 1, wherein comparing the first image and the second image to determine one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure further comprises applying an artificial intelligence-based image analysis algorithm to the first image and the second image.

### Claim 6 (depends on 1)

The system of claim 1, wherein the content presentation localized for the at least one destination language is at least one web page.

### Claim 7 (depends on 1)

The system of claim 1, wherein the content in the source language comprises one or more of text, an image and a design element.

### Claim 8

A method, comprising:
obtaining, for a given content presentation, content in a source language and a content design structure that is consistent with the source language content;
translating the source language content to content in at least one destination language;
obtaining a first image of the content in association with the content design structure and a second image of the content in association with the content design structure;
comparing the first image and the second image to determine one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure; and
adapting the one or more inconsistent portions of translated content to generate one or more adapted portions of translated content that are consistent with the content design structure such that the given content presentation is localized for the at least one destination language;
wherein the steps are performed by at least one processing device comprising a processor operatively coupled to a memory.

### Claim 9 (depends on 8)

The method of claim 8, wherein determining one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure further comprises determining that one or more portions of the translated content are out of scope with respect to the content design structure.

### Claim 10 (depends on 9)

The method of claim 9, wherein a portion of translated content is out of scope when the portion of translated content is one of truncated and misaligned in the content design structure as compared with the corresponding portion of source language content.

### Claim 11 (depends on 8)

The method of claim 8, wherein adapting one or more inconsistent portions of translated content to generate one or more adapted portions of translated content that are consistent with the content design structure further comprises obtaining one or more portions of alternative translated content that have a same or similar meaning to the one or more inconsistent portions of translated content and that are consistent with one or more dimensions associated with corresponding components of the content design structure.

### Claim 12 (depends on 8)

The method of claim 8, wherein comparing the first image and the second image to determine one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure further comprises applying an artificial intelligence-based image analysis algorithm to the first image and the second image.

### Claim 13 (depends on 8)

The method of claim 8, wherein the content presentation localized for the at least one destination language is at least one web page.

### Claim 14 (depends on 8)

The method of claim 8, wherein the content in the source language comprises one or more of text, an image and a design element.

### Claim 15

An article of manufacture comprising a non-transitory processor-readable storage medium having stored therein program code of one or more software programs, wherein the program code when executed by at least one processing device causes said at least one processing device to perform steps of:
obtaining, for a given content presentation, content in a source language and a content design structure that is consistent with the source language content;
translating the source language content to content in at least one destination language;
obtaining a first image of the content in association with the content design structure and a second image of the content in association with the content design structure;
comparing the first image and the second image to determine one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure; and
adapting the one or more inconsistent portions of translated content to generate one or more adapted portions of translated content that are consistent with the content design structure such that the given content presentation is localized for the at least one destination language.

### Claim 16 (depends on 15)

The article of claim 15, wherein determining one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure further comprises determining that one or more portions of the translated content are out of scope with respect to the content design structure.

### Claim 17 (depends on 16)

The article of claim 16, wherein a portion of translated content is out of scope when the portion of translated content is one of truncated and misaligned in the content design structure as compared with the corresponding portion of source language content.

### Claim 18 (depends on 15)

The article of claim 15, wherein adapting one or more inconsistent portions of translated content to generate one or more adapted portions of translated content that are consistent with the content design structure further comprises obtaining one or more portions of alternative translated content that have a same or similar meaning to the one or more inconsistent portions of translated content and that are consistent with one or more dimensions associated with corresponding components of the content design structure.

### Claim 19 (depends on 15)

The article of claim 15, wherein comparing the first image and the second image to determine one or more inconsistencies associated with one or more portions of the translated content with respect to the content design structure further comprises applying an artificial intelligence-based image analysis algorithm to the first image and the second image.

### Claim 20 (depends on 15)

The article of claim 15, wherein the content in the source language comprises one or more of text, an image and a design element.
