Adaptive MDA-Net: Degradation-Aware Retinal Fundus Image Enhancement with Frequency-Domain and Illumination Guidance for Clinical Screening.

Mohamed Loey, M A El-Mowafy, Mohamed A Hemdan, Ramez Yousri, Heba M Khalil

Abstract read

In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Mohamed LoeyElectrical Engineering and Computer Science, College of Engineering (CoE), A'Sharqiyah University (ASU), Ibra 400, Oman.ORCID 0000-0002-3849-4566

M A El-MowafyComputer Science Department, Electronic Research Institute, Cairo 12622, Egypt.

Mohamed A HemdanDepartment of Computer Science, Faculty of Computer and Information Systems, ECU, Nasr City 11765, Egypt.

Ramez YousriDepartment of Computer Science, Faculty of Computer and Information Systems, ECU, Nasr City 11765, Egypt.

Heba M KhalilDepartment of Computer Science, Faculty of Computers and Artificial Intelligence, Benha University, Benha 13518, Egypt.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

degradation-aware deep learningdiabetic retinopathy screeningfrequency-domain lossimage restorationretinal fundus image enhancement

Identifiers

PMID42650958

DOI10.3390/diagnostics16162555

PMCPMC13512061

What OpenQuestion holds

Textmetadata

Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.