AIMC Topic: Plant Leaves

Clear Filters Showing 1 to 10 of 291 articles

Enhanced residual-attention deep neural network for disease classification in maize leaf images.

Scientific reports Aug 12, 2025
Disease classification in maize plant is necessary for immediate treatment to enhance agricultural production and assure global food sustainability. Recent advancements in deep learning, specifically convolutional neural networks, have shown outstand...
Reproducibility of Results Deep Learning Neural Networks, Computer Zea mays Plant Diseases Image Processing, Computer-Assisted Plant Leaves
View on PubMed DOI

Lightweight grape leaf disease recognition method based on transformer framework.

Scientific reports Aug 7, 2025
Grape disease image recognition is an important part of agricultural disease detection. Accurately identifying diseases allows for timely prevention and control at an early stage, which plays a crucial role in reducing yield losses. This study addres...
Plant Diseases Algorithms Plant Leaves Image Processing, Computer-Assisted Vitis
View on PubMed DOI

Ensemble-based sesame disease detection and classification using deep convolutional neural networks (CNN).

Scientific reports Aug 6, 2025
This study presents an ensemble-based approach for detecting and classifying sesame diseases using deep convolutional neural networks (CNNs). Sesame is a crucial oilseed crop that faces significant challenges from various diseases, including phyllody...
Neural Networks, Computer Deep Learning Plant Diseases Sesamum Convolutional Neural Networks Plant Leaves
View on PubMed DOI

YOLO-LeafNet: a robust deep learning framework for multispecies plant disease detection with data augmentation.

Scientific reports Aug 5, 2025
Plant diseases significantly harm crops, resulting in significant economic losses across the globe. In order to reduce the harm that these diseases produce, plant diseases must be diagnosed accurately and timely manner. In this work, a YOLO-LeafNet a...
Zea mays Vitis Image Processing, Computer-Assisted Plant Leaves Plant Diseases Capsicum Algorithms Deep Learning
View on PubMed DOI

Deep learning-based automatic diagnosis of rice leaf diseases using ensemble CNN models.

Scientific reports Jul 29, 2025
Rice diseases pose a critical threat to global crop yields, underscoring the need for rapid and accurate diagnostic tools to ensure effective crop management and productivity. Traditional diagnostic approaches often lack both precision and scalabilit...
Oryza Plant Diseases Deep Learning Plant Leaves Neural Networks, Computer
View on PubMed DOI

A comprehensive analysis of YOLO architectures for tomato leaf disease identification.

Scientific reports Jul 24, 2025
Tomato leaf disease detection is critical in precision agriculture for safeguarding crop health and optimizing yields. This study compares the latest YOLO architectures, including YOLOv8, YOLOv9, YOLOv10, YOLOv11, and YOLOv12, using the Tomato-Villag...
Plant Leaves Solanum lycopersicum Plant Diseases
View on PubMed DOI

An automated hybrid deep learning framework for paddy leaf disease identification and classification.

Scientific reports Jul 24, 2025
In India, agriculture remains the primary source of livelihood for many people. Pathogen attacks in crops and plants significantly diminish both the yield and quality of production, leading to financial losses. As a result, identifying diseases in cr...
Plant Diseases Algorithms Oryza Deep Learning Image Processing, Computer-Assisted Crops, Agricultural Plant Leaves
View on PubMed DOI

A fine tuned EfficientNet-B0 convolutional neural network for accurate and efficient classification of apple leaf diseases.

Scientific reports Jul 16, 2025
Precise classification and detection of apple diseases are essential for efficient crop management and maximizing yield. This paper presents a fine-tuned EfficientNet-B0 convolutional neural network (CNN) for the automated classification of apple lea...
Plant Diseases Malus Convolutional Neural Networks Plant Leaves Neural Networks, Computer
View on PubMed DOI

ST-CFI: Swin Transformer with convolutional feature interactions for identifying plant diseases.

Scientific reports Jul 11, 2025
The increasing global population, coupled with the diminishing availability of arable land, has rendered the challenge of ensuring food security more pronounced. The prompt and precise identification of plant diseases is essential for reducing crop l...
Neural Networks, Computer Deep Learning Crops, Agricultural Image Processing, Computer-Assisted Plant Diseases Plant Leaves
View on PubMed DOI

Combined impact of semantic segmentation and quantitative structure modelling of Southern pine trees using terrestrial laser scanning.

Scientific reports Jul 8, 2025
Southern pine forests play a key role in the ecological function and economic vitality of the southeastern United States. High-resolution terrestrial laser scanning (TLS) has become an indispensable tool for advancing tree structural research and mon...
Trees Plant Leaves Pinus Lasers Forests Algorithms Wood Pinus taeda Florida
View on PubMed DOI
Popular Topics
Recent Journals