deep verification

USAGE SUMMARY

The phrase "deep verification" is correct and usable in written English.
It can be used in contexts where thorough or comprehensive verification is required, such as in technical, scientific, or security-related discussions. Example: "Before launching the software, we need to conduct a deep verification to ensure all components function as intended."

✓ Grammatically correct

Medical Image Analysis

Mathematical and Computer Modelling

Huffington Post

International Journal of Solids and Structures

TechCrunch

BMC Genomics

Neurocomputing

BioMed Research International

Journal of the Brazilian Computer Society

Pattern Recognition Letters

IPSJ Transactions on Computer Vision and Applications

The New York Times

Insights into Imaging

Microelectronics Journal

Journal of Magnetism and Magnetic Materials

BMC Plant Biology

The New Yorker

The New York Times - Sports

The Guardian

The Guardian - Money

The Economist

The Guardian - Opinion

The New York Times - Books

BBC

Bulletin of Mathematical Sciences

Journal of Petroleum Exploration and Production Technology

SEP

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

Our method consists of a deep segmentation network for generating mitosis region when only a weak label is given (i.e., only the centroid pixel of mitosis is annotated), an elaborately designed deep detection network for localizing mitosis by using contextual region information, and a deep verification network for improving detection accuracy by removing false positives.

Medical Image Analysis

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

In this paper, we present an innovative methodology that combines the use of colored Petri nets and simulation (in ns-2) to obtain the advantages of deep formal verification with the broad spectrum testing of simulation.

Mathematical and Computer Modelling

At present the U.S. and Russia have the majority of the world's nuclear weapons and also have the deepest experience in verification.

Huffington Post

In order to obtain a deeper insight and better verification of the simulation code, we measured the forming-limit curve, FLC, for the same steel sheet.

International Journal of Solids and Structures

Following the Didi incidents, Chinese authorities have applied deeper controls over the verification process in both drivers and their vehicles to step up safety for riders, leading to a shortage in both drivers and vehicles for Didi and its ride-hailing peers.

TechCrunch

These conflicting results highlight the importance of careful evaluation of p63 expression levels by deep sequencing and when possible, verification of the transcript levels by independent and sensitive experiments such as quantitative RT-PCR (qRT-PCR) before choosing the appropriate cell line for studies on p63.

BMC Genomics

To address this limitation, we propose a lightweight deep-learning framework for finger vein verification.

Neurocomputing

To ensure accurate registration, we saved the fiducial points deep in the temporal bone for intraoperative verification and updating, in addition to the surface points of the temporal bone for the STAMP method.

BioMed Research International

In addition, there is a deeper discussion about specific features of each verification procedure.

Journal of the Brazilian Computer Society

This paper presents a novel classification method, Deep Multitask Metric Learning (DMML), for offline signature verification.

Pattern Recognition Letters

This choice makes our vessel verification performance better than the case with the deep representations after ReLU case.

IPSJ Transactions on Computer Vision and Applications

Expert writing Tips

Best practice

When using "deep verification", specify what aspects are being verified to provide context and ensure clarity. For instance, use "deep verification of the software code" instead of just "deep verification".

Common error

Avoid using "deep verification" merely as a buzzword. Ensure that the verification process genuinely involves a thorough and detailed examination, and not just a superficial check.

Linguistic Context

The phrase "deep verification" functions as a noun phrase where "deep" modifies the noun "verification". It describes a specific type of verification process, indicating thoroughness and intensity. As Ludwig AI indicates, the phrase is usable in English.

Expression frequency: Rare

Frequent in

Science

33%

News & Media

33%

Formal & Business

33%

Less common in

Science

0%

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

In summary, "deep verification" is a noun phrase used to describe a thorough and rigorous verification process. Ludwig AI confirms that the phrase is correct and usable in English. While grammatically sound, its frequency is rare, primarily appearing in scientific, news, and formal contexts. To enhance clarity, specify what aspects are undergoing verification. Alternatives include "thorough validation" and "comprehensive assessment". Avoid overusing "deep" without ensuring a genuinely detailed examination is involved.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

exhaustive verification

Focuses on verification in a comprehensive manner.

thorough validation

Emphasizes the act of confirming something's accuracy or validity completely.

comprehensive assessment

Focuses on a complete and detailed evaluation.

rigorous inspection

Highlights the strict and detailed examination process.

extensive scrutiny

Underscores the careful and detailed examination.

in-depth confirmation

Stresses the thoroughness of the confirmation process.

intensive scrutiny

Highlights a very detailed and focused form of scrutiny.

detailed authentication

Highlights the process of proving something's genuineness in detail.

intensive validation

Emphasizes the focused and thorough validation process.

complete corroboration

Highlights the full and complete confirmation of something.

FAQs

How is "deep verification" different from regular verification?

"Deep verification" implies a more thorough and intensive examination than standard verification, going beyond surface-level checks to ensure complete accuracy and reliability. It might involve multiple layers of testing and analysis.

When is it appropriate to use the term "deep verification"?

Use "deep verification" when describing a verification process that is exceptionally detailed, rigorous, and comprehensive. This term is suitable when the standard verification methods are insufficient due to the complexity or criticality of the subject being verified.

What are some alternatives to "deep verification"?

You can use alternatives such as "thorough validation", "comprehensive assessment", or "rigorous inspection" depending on the specific context. These phrases also convey the idea of a detailed and complete examination.

What fields commonly require "deep verification"?

Fields such as software engineering, cybersecurity, nuclear arms control, and medical diagnostics often require "deep verification" to ensure accuracy, security, and safety due to the high stakes involved. For example, it is crucial in the context of "arms control".