Hyperparameter optimization for transfer learning of VGG16 for disease identification in corn leaves using Bayesian optimization

M Subramanian, NP Lv, S VE - Big Data, 2022 - liebertpub.com
One of the world's most widely grown crops is corn. Crop loss due to diseases has a major
economic effect, putting the food supply in jeopardy. In many parts of the world, lack of …

Image quality assessment for foliar disease identification (AgroPath)

N Ahmed, HMS Asif, G Saleem, MU Younus - arXiv preprint arXiv …, 2022 - arxiv.org
Crop diseases are a major threat to food security and their rapid identification is important to
prevent yield loss. Swift identification of these diseases are difficult due to the lack of …

[PDF][PDF] Automated-tuned hyper-parameter deep neural network by using arithmetic optimization algorithm for Lorenz chaotic system

NQ Ann, D Pebrianti, MF Abas… - International Journal of …, 2023 - academia.edu
Deep neural networks (DNNs) are very dependent on their parameterization and require
experts to determine which method to implement and modify the hyper-parameters value …

Identification and Analysis of Maize Leaf Diseases and Insect Pests Based on Machine Learning

X Ming, SA Ahmad, S Ibrahim - International Conference on Computational …, 2022 - Springer
Maize is the most productive food crop in the world, and its leaves are extremely susceptible
to disease. However, the yearly crop yields are reduced by the disease and its interference …

Random Search Hyperparameter Optimization for BPNN to Forecasting Cattle Population

BK Khotimah, F Agustina, OR Puspitarini… - E3S Web of …, 2024 - e3s-conferences.org
Backpropagation Neural Network (BPNN) is a suitable method for predicting the future. It
has weaknesses, namely poor convergence speed and instability, requiring parameter …

Trends, challenges and opportunities of artificial intelligence in agriculture

S Singh, TVV Kumar - International Journal of Agricultural …, 2023 - inderscienceonline.com
Agriculture is key cornerstone for a country's economic stability. This is true especially for an
overpopulated agricultural country like India. Three agricultural revolutions in the past …

AppleCaps: A Capsule Model for Classification of Foliar Diseases in Apple Leaves

RA Sonkusare - 2021 - norma.ncirl.ie
Foliar diseases in apple leaves are characterized by distinct spots on the leaves that appear
in different shapes and colours. Frog Eye Leaf spot, Scab, Rust and Powdery Mildew are the …