MS-UNet: A Hybrid Network with a Multi-Scale Vision Transformer and Attention Learning Confusion Regions for Soybean Rust Fungus.

Tian Liu, Liangzheng Sun, Qiulong Wu, Qingquan Zou, Peng Su, Pengwei Xie

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. 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

6 authors.

Tian LiuSchool of Electromechanical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.ORCID 0000-0001-7171-5239

Liangzheng SunSchool of Optoelectronics, Beijing Information Science and Technology University, Beijing 100192, China.

Qiulong WuSchool of Electromechanical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Qingquan ZouSchool of Electromechanical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Peng SuSchool of Electromechanical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.ORCID 0000-0002-0005-5445

Pengwei XieSchool of Artificial Intelligence, Beijing Normal University, Beijing 100875, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Soybean rust, caused by the fungus

Indexed as

Glycine maxPhakopsora pachyrhiziPlant DiseasesAlgorithmsBasidiomycotaMachine LearningNeural Networks, Computerdeep learningfeature extractionimage processingPhakopsora pachyrhiziU-Net

Identifiers

PMID40943011

DOI10.3390/s25175582

PMCPMC12430981

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

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.