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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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using appearance

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "using appearance" is correct and usable in written English.
It can be used when discussing how something is perceived based on its visual characteristics or outward look. Example: "The artist focused on using appearance to convey deeper emotions in her paintings."

✓ Grammatically correct

Science

News & Media

Wiki

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

We compute detection probabilities in foreground regions using appearance information.

We detect pedestrians using appearance information of pedestrians and shape information of shadow regions.

For computational efficiency, we define it in the heat source level using appearance information (see Equation (8)).

We address the problem of using appearance and motion models in classifying and tracking objects when detailed information of the object's appearance is not available.

Yang et al. [9] implemented a multiclass, object-based segmentation method using appearance and Bag of Keypoints features over mean-shift patches.

People prefer to give meaning using appearance rather than the conceptual label (Gregan-Paxton et al. 2005), but this is impossible when dealing with abstract technologies.

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Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

Unfortunately, it is rather difficult to detect heavily occluded objects using appearance-based methods.

For a facial recognition system using appearance-based method, it is crucial to apply photometric normalization.

However, methods using appearance-only models are only bound to be successful under controlled scenarios, such as those in which the background is static.

Unlike the PGA Tour, the European circuit allows tournaments to use appearance fees to lure golfers to its events.

News & Media

The New York Times

For example, one spoke of it as a matter of "walking a tightrope" over how much do they use appearance for their advantage, "or is that getting in bed with the devil?".

News & Media

The Guardian
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Expert writing Tips

Best practice

When writing about image processing or computer vision, clarify which specific aspects of "appearance" (e.g., color, texture, shape) are being used for detection or recognition.

Common error

Avoid vague statements. Instead of simply saying something is "using appearance", specify what qualities or features are being used and how they contribute to the intended outcome.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

80%

Authority and reliability

4.2/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "using appearance" functions as a gerund phrase, often acting as a noun within a sentence. It describes the act of employing visual characteristics for a specific purpose. As Ludwig AI indicates, it is a correct and usable phrase.

Expression frequency: Common

Frequent in

Science

50%

News & Media

33%

Wiki

17%

Less common in

Formal & Business

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "using appearance" is a grammatically sound and frequently employed gerund phrase that describes the act of utilizing visual attributes for various purposes. As supported by Ludwig AI, its applications span diverse fields, including image processing, object detection, and general descriptions of leveraging visual qualities. While suitable for both formal and informal contexts, clarity is enhanced by specifying the particular visual features being utilized. The analysis reveals that the phrase is most commonly found in scientific, news, and wiki sources, reflecting its broad applicability and relevance.

FAQs

How can I rephrase "using appearance" for variety?

You can use alternatives like "employing visuals", "utilizing visual aspects", or "leveraging looks" depending on the context.

What does it mean to say something is "using appearance" in image processing?

In image processing, "using appearance" generally refers to leveraging visual features like color, texture, shape, and intensity to identify, classify, or track objects or features within an image.

Is it appropriate to use "using appearance" in formal writing?

Yes, "using appearance" is suitable for formal writing, especially in scientific or technical contexts. However, consider more precise alternatives like "utilizing visual aspects" or "employing visuals" for enhanced clarity.

What are some common applications of "using appearance" in technology?

Common applications include facial recognition, object detection in computer vision, and creating realistic visual effects in graphic design and video games. Each of these applications uses specific features of "using appearance" for a particular purpose.

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Source & Trust

80%

Authority and reliability

4.2/5

Expert rating

Real-world application tested

Most frequent sentences: