ArticleFrontiers in plant science2021
Combining Multi-Dimensional Convolutional Neural Network (CNN) With Visualization Method for Detection of
Article in Frontiers in plant science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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.
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.
Who cites it
26 citing papers in PubMed, 65 citations in OpenAlex.
- Early Detection of Postharvest Potato Tuber Dry Rot Based on Hyperspectral Imaging and a Dual-Branch ResNet12-SE Spatial-Spectral Fusion Network.Journal of fungi (Basel, Switzerland) · 2026Article
- Light Sources in Hyperspectral Imaging Simultaneously Influence Object Detection Performance and Vase Life of Cut Roses.Plants (Basel, Switzerland) · 2026Article
- Deep Ensembling of Multiband Images for Earth Remote Sensing and Foramnifera Data.Sensors (Basel, Switzerland) · 2025Article
- Article
- SE-enhanced 1-D CNN with full-band hyperspectral imaging for rapid and accurate maize seed variety classification.Frontiers in plant science · 2025Article
- Article
- Early surveillance of rice bakanae disease using deep learning and hyperspectral imaging.aBIOTECH · 2024Article
- Advancing horizons in vegetable cultivation: a journey from ageold practices to high-tech greenhouse cultivation-a review.Frontiers in plant science · 2024Review
- Discrimination of leaf diseases in Maize/Soybean intercropping system based on hyperspectral imaging.Frontiers in plant science · 2024Article
- The CNN model aided the study of the clinical value hidden in the implant images.Journal of applied clinical medical physics · 2023Article
- Detecting the Minimum Limit on Wheat Stripe Rust in the Latent Period Using Proximal Remote Sensing Coupled with Duplex Real-Time PCR and Machine Learning.Plants (Basel, Switzerland) · 2023Article
- Non-Destructive Detection of Soybean Pest Based on Hyperspectral Image and Attention-ResNet Meta-Learning Model.Sensors (Basel, Switzerland) · 2023Article
- Detecting different pesticide residues on Hami melon surface using hyperspectral imaging combined with 1D-CNN and information fusion.Frontiers in plant science · 2023Article
- Integrating spectral and image information for prediction of cottonseed vitality.Frontiers in plant science · 2023Article
- Application of Near-Infrared Spectroscopy and Hyperspectral Imaging Combined with Machine Learning Algorithms for Quality Inspection of Grape: A Review.Foods (Basel, Switzerland) · 2022Review
- Identification of Rice Seed Varieties Based on Near-Infrared Hyperspectral Imaging Technology Combined with Deep Learning.ACS omega · 2022Article
- Current State of Hyperspectral Remote Sensing for Early Plant Disease Detection: A Review.Sensors (Basel, Switzerland) · 2022Review
- Spectral Preprocessing Combined with Deep Transfer Learning to Evaluate Chlorophyll Content in Cotton Leaves.Plant phenomics (Washington, D.C.) · 2022Article
- Multichannel CNN Model for Biomedical Entity Reorganization.BioMed research international · 2022Article
- Mapping the Corn Residue-Covered Types Using Multi-Scale Feature Fusion and Supervised Learning Method by Chinese GF-2 PMS Image.Frontiers in plant science · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Cotton is a significant economic crop. It is vulnerable to aphids (
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Identifiers
What OpenQuestion holds
Registered trials
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.