Image Segmentation Based on the Optimized K-Means Algorithm with the Improved Hybrid Grey Wolf Optimization: Application in Ore Particle Size Detection.

Xinyi Chai, Zijun Wu, Wei Li, Haowei Fan, Xinyang Sun, Jing Xu

Abstract read

In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it

0cells of the map it votes in

4citing 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

4 citing papers in PubMed.

Optimizing lung cancer diagnosis using improved fungal growth optimizer-based medical image segmentation.Scientific reports · 2026
Article
Optimized K-means algorithm for image segmentation based on improved dung beetle algorithm.Scientific reports · 2026
Article
VTC-Net: A Semantic Segmentation Network for Ore Particles Integrating Transformer and Convolutional Block Attention Module (CBAM).Sensors (Basel, Switzerland) · 2026
Article
Intelligent Soft Sensor for Spindle Convective Heat Transfer Coefficient Under Varying Operating Conditions Using Improved Grey Wolf Optimization Algorithm.Sensors (Basel, Switzerland) · 2025
Article

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

6 authors.

Xinyi ChaiSchool of Automation, Jiangsu University of Science and Technology, No. 666 Changxiang Road, Zhenjiang 212100, China.

Zijun WuSchool of Mechanical Engineering, Jiangsu University of Science and Technology, No. 666 Changxiang Road, Zhenjiang 212100, China.

Wei LiSchool of Mechanical Engineering, Jiangsu University of Science and Technology, No. 666 Changxiang Road, Zhenjiang 212100, China.

Haowei FanSchool of Mechanical Engineering, Jiangsu University of Science and Technology, No. 666 Changxiang Road, Zhenjiang 212100, China.

Xinyang SunSchool of Naval Architecture and Ocean Engineering, Jiangsu University of Science and Technology, No. 2 Mengxi Road, Zhenjiang 212114, China.

Jing XuMarine Equipment and Technology Institute, Jiangsu University of Science and Technology, No. 2 Mengxi Road, Zhenjiang 212008, China.

Funding

Marine Equipment and Technology Institute Jiangsu University of Science and Technology XTCX202407

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

image segmentationimproved GWOK-meansore particle size detection

Identifiers

PMID40363223

DOI10.3390/s25092785

PMCPMC12074254

What OpenQuestion holds

Textmetadata

LicenceCC BY

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Registered trials

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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.