Evidence map›Paper›PMID 39204710›Full record

ArticlePlants (Basel, Switzerland)2024

CTDUNet: A Multimodal CNN-Transformer Dual U-Shaped Network with Coordinate Space Attention for

Ruitian Guo, Ruopeng Zhang, Hao Zhou, Tunjun Xie, Yuting Peng, Xili Chen, Guo Yu, Fangying Wan, Lin Li, Yongzhong Zhang and 1 more

Abstract read

PubMed Full text at PMC Publisher

In one paragraph

Article in Plants (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it

0cells of the map it votes in

5citing 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

5 citing papers in PubMed.

LViM: Language-Infused Visual Mamba for apple leaf pests and diseases precise segmentation in complex environments.Plant phenomics (Washington, D.C.) · 2026
Article
Sparse-MoE-SAM: A Lightweight Framework Integrating MoE and SAM with a Sparse Attention Mechanism for Plant Disease Segmentation in Resource-Constrained Environments.Plants (Basel, Switzerland) · 2025
Article
Multiclass semantic segmentation for prime disease detection with severity level identification in Citrus plant leaves.Scientific reports · 2025
Article
Artificial Intelligence-Assisted Breeding for Plant Disease Resistance.International journal of molecular sciences · 2025
Review
YOLO-lychee-advanced: an optimized detection model for lychee pest damage based on YOLOv11.Frontiers in plant science · 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

11 authors.

Ruitian GuoSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Ruopeng ZhangSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.ORCID 0009-0008-0437-8373

Hao ZhouSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Tunjun XieSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Yuting PengSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Xili ChenSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Guo YuSchool of Business, Central South University of Forestry and Technology, Changsha 410004, China.

Fangying WanSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Lin LiSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Yongzhong ZhangSchool of Electronic Information and Physics, Central South University of Forestry and Technology, Changsha 410004, China.

Ruifeng LiuSchool of Forestry, Central South University of Forestry and Technology, Changsha 410004, China.

Funding

Education Department of Hunan Province 21A0160National Natural Science Foundation of China 61902436

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Camellia oleiferaCNN–TransformerCoordinate Space AttentionCTDUNetdiseases and pestsimage and text integrationmultimodalsegmentation

Identifiers

PMID39204710

DOI10.3390/plants13162274

PMCPMC11359422

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.