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by IQAC KIITKIIT Deemed to be University — Internal Quality Assurance Cell

Publication2023

DMF-Net: a deep multi-level semantic fusion network for high-resolution chest CT and X-ray image de-noising

The record

Type
Publication
Date
1 December 2023
Level
International — held abroad
Journal
BMC Medical Imaging
Volume
23
Issue
1
Published
1 December 2023
DOI
10.1186/s12880-023-01108-0
Scopus ID
85173707661
ISSN
14712342
Authors
4
Open access
Yes
Citations
11
International co-authorship
Yes
Co-author countries
ET, IN

Classification

Every label below carries the reasoning it was assigned on, the confidence band it was assigned in, and what produced it. The rubric is published.

UN Sustainable Development Goals

  1. 3 Ensure healthy lives and promote well-being for all at all ages

    GoalPrimaryHigh confidenceJudged

    Deep multi-level semantic fusion network for chest CT and X-ray denoising improves diagnostic image quality and detection accuracy for chest infections and lung diseases.

    High confidence
    The subject matter is a strong and direct inference from the record type, the funding or organising body, or the programme context, even where the title alone is thin. Example: an ICMR-funded project against SDG 3, on the strength of the agency.
    Judged
    Judged against the published classification rubric, under the rubric and prompt versions recorded with the run that produced it.
    Produced by
    claude-haiku-4-5-20251001, under kortex-publication-v1

  2. 9.5 Enhance scientific research, upgrade technological capabilities, and increase researchers and R&D spending

    TargetSecondaryHigh confidenceJudged

    Cascaded feature learning and dilated convolutional architecture for medical image processing advances research innovation in deep learning methodology.

    Produced by
    claude-haiku-4-5-20251001, under kortex-publication-v1

  3. 17.6 Enhance North-South, South-South and triangular cooperation on science, technology and innovation, and knowledge sharing

    TargetSecondaryHigh confidenceRule-derivedrule sdg17-structural-v1

    Structural signal: co-authorship outside India.

    Rule-derived
    Emitted by a deterministic rule from structural signals rather than judged from the record’s text. The rule carries a version, so rule-derived and judged labels stay separable.
    Produced by
    sdg17-structural-v1, under kortex-publication-v1

Viksit Bharat @2047

  1. vb-1.2 Health and well-being

    Sub-themePrimaryHigh confidenceJudged

    Improved diagnostic imaging quality supports health and well-being through enhanced disease detection and patient care outcomes.

    Produced by
    claude-haiku-4-5-20251001, under kortex-publication-v1

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Citing this record

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KIIT Deemed to be University. “DMF-Net: a deep multi-level semantic fusion network for high-resolution chest CT and X-ray image de-noising”. Kortex.

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