BG-YOLO11s: Boundary-Guided YOLO11 with Bézier Contour Augmentation for Brain Tumour Segmentation in T1-CE MRI.

Mustafa Yurdakul, Javanshir Zeynalov, Merve Ersoy, Faruk Özger, Ishak Pacal

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.

Mustafa YurdakulDepartment of Computer Engineering, Kırıkkale University, Kırıkkale 71450, Türkiye.ORCID 0000-0003-0562-4931

Javanshir ZeynalovDepartment of Electronics and Information Technologies, Faculty of Architecture and Engineering, Nakhchivan State University, AZ 7012 Nakhchivan, Azerbaijan.

Merve ErsoyDepartment of Computer Engineering, İstanbul Topkapı University, İstanbul 34394, Türkiye.ORCID 0000-0003-4364-9144

Faruk ÖzgerDepartment of Computer Engineering, Iğdır University, Iğdır 76000, Türkiye.ORCID 0000-0002-4135-2091

Ishak PacalDepartment of Computer Engineering, Iğdır University, Iğdır 76000, Türkiye.ORCID 0000-0001-6670-2169

Funding

Istanbul Topkapi University GAP2025-003

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Bézier curvebrain tumourdata augmentationdeep learninginstance segmentationmedical image analysisMRIYOLO11

Identifiers

PMID42587644

DOI10.3390/diagnostics16152407

PMCPMC13465544

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.