Evidence map›Paper›PMID 41681737›Full record

ArticleDiagnostics (Basel, Switzerland)2026

BanglaOCT2025: A Population-Specific Fovea-Centric OCT Dataset with Self-Supervised Volumetric Restoration Using Flip-Flop Swin Transformers.

Chinmay Bepery, G M Atiqur Rahaman, Rameswar Debnath, Sajib Saha, Md Shafiqul Islam, Md Emranul Islam Abir, Sanjay Kumar Sarker

Abstract read
PubMed Full text at PMC Publisher
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

7 authors.

Chinmay BeperyDepartment of Computer Science and Information Technology, Patuakhali Science and Technology University, Patuakhali 8602, Bangladesh.ORCID 0000-0002-5837-2099
G M Atiqur RahamanComputer Science and Engineering Discipline, Khulna University, Khulna 9208, Bangladesh.
Rameswar DebnathComputer Science and Engineering Discipline, Khulna University, Khulna 9208, Bangladesh.
Sajib SahaThe Australian e-Health Research Centre, CSIRO, Perth, WA 6151, Australia.
Md Shafiqul IslamDepartment of Ophthalmology, Sher-e-Bangla Medical College Hospital, Barishal 8200, Bangladesh.
Md Emranul Islam AbirDepartment of Ophthalmology, Khulna Medical College Hospital, Khulna 9100, Bangladesh.ORCID 0009-0009-6624-8643
Sanjay Kumar SarkerDepartment of Vitreo-Retina, National Institute of Ophthalmology and Hospital, Dhaka 1207, Bangladesh.ORCID 0009-0003-9304-3826

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AMDBanglaOCT2025Flip-Flop Swin Transformerfovea detectionOptical Coherence Tomographyself-supervised learningspeckle noise reduction

Identifiers

PMID41681737
PMCPMC12897230

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.