How to make sense of 3D representations for plant phenotyping: a compendium of processing and analysis techniques

N Harandi, B Vandenberghe, J Vankerschaver… - Plant Methods, 2023 - Springer
Computer vision technology is moving more and more towards a three-dimensional
approach, and plant phenotyping is following this trend. However, despite its potential, the …

A novel approach for apple leaf disease image segmentation in complex scenes based on two-stage DeepLabv3+ with adaptive loss

S Zhu, W Ma, J Lu, B Ren, C Wang, J Wang - Computers and Electronics in …, 2023 - Elsevier
In complex environments, overlapping leaves and uneven light can make pixels of leaf
edges difficult to identify, resulting in a poor segmentation performance of the target leaf. In …

Sweet potato leaf detection in a natural scene based on faster R-CNN with a visual attention mechanism and DIoU-NMS

M Wang, B Fu, J Fan, Y Wang, L Zhang, C Xia - Ecological Informatics, 2023 - Elsevier
Accurate detection of plant leaves is a meaningful and challenging task for developing smart
agricultural systems. To improve the performance of detecting plant leaves in natural scenes …

Design of an intelligent bean cultivation approach using computer vision, IoT and spatio-temporal deep learning structures

N Devi, KK Sarma, S Laskar - Ecological Informatics, 2023 - Elsevier
Crop health monitoring and weed removal are two crucial elements dictating efficient,
productive and resilient cultivation. Due to frequent attacks by pest and pathogens, the crops …

A CNN-based model to count the leaves of rosette plants (LC-Net)

M Deb, KG Dhal, A Das, AG Hussien, L Abualigah… - Scientific Reports, 2024 - nature.com
Plant image analysis is a significant tool for plant phenotyping. Image analysis has been
used to assess plant trails, forecast plant growth, and offer geographical information about …

[HTML][HTML] A deep learning-based pipeline for whitefly pest abundance estimation on chromotropic sticky traps

L Ciampi, V Zeni, L Incrocci, A Canale, G Benelli… - Ecological …, 2023 - Elsevier
Abstract Integrated Pest Management (IPM) is an essential approach used in smart
agriculture to manage pest populations and sustainably optimize crop production. One of the …

BAF-Net: Bidirectional attention fusion network via CNN and transformers for the pepper leaf segmentation

J Fang, H Jiang, S Zhang, L Sun, X Hu, J Liu… - Frontiers in Plant …, 2023 - frontiersin.org
The segmentation of pepper leaves from pepper images is of great significance for the
accurate control of pepper leaf diseases. To address the issue, we propose a bidirectional …

Performance Comparison ConvDeconvNet Algorithm Vs. UNET for Fish Object Detection

D Hindarto - Sinkron: jurnal dan penelitian teknik informatika, 2023 - jurnal.polgan.ac.id
The precise identification and localization of fish entities within visual data is essential in
diverse domains, such as marine biology and fisheries management, within computer vision …

[HTML][HTML] A cucumber leaf disease severity grading method in natural environment based on the fusion of TRNet and U-Net

H Yao, C Wang, L Zhang, J Li, B Liu, F Liang - Agronomy, 2023 - mdpi.com
Disease severity grading is the primary decision-making basis for the amount of pesticide
usage in vegetable disease prevention and control. Based on deep learning, this paper …

Automatic counting of lettuce using an improved YOLOv5s with multiple lightweight strategies

P Zhang, D Li - Expert Systems with Applications, 2023 - Elsevier
Crop counting plays different roles in different growth stages. The counting of the early stage
is used to evaluate seed germination rate and seedling survival rate, the counting during …