Advanced technology in agriculture industry by implementing image annotation technique and deep learning approach: A review

N Mamat, MF Othman, R Abdoulghafor, SB Belhaouari… - Agriculture, 2022 - mdpi.com
The implementation of intelligent technology in agriculture is seriously investigated as a way
to increase agriculture production while reducing the amount of human labor. In agriculture …

Enhancing image annotation technique of fruit classification using a deep learning approach

N Mamat, MF Othman, R Abdulghafor, AA Alwan… - Sustainability, 2023 - mdpi.com
An accurate image retrieval technique is required due to the rapidly increasing number of
images. It is important to implement image annotation techniques that are fast, simple, and …

Deep learning-based automatic recognition network of agricultural machinery images

Z Zhang, H Liu, Z Meng, J Chen - Computers and Electronics in Agriculture, 2019 - Elsevier
Due to the massive amount of data generated by the mobile Internet and the development of
large-scale computing devices and technologies, the deep learning algorithm has …

Deep learning based on nasnet for plant disease recognition using leave images

A Adedoja, PA Owolawi… - … international conference on …, 2019 - ieeexplore.ieee.org
Global food security has become a very important research focus. This is due to the fact that
food is a basic need of human beings and its adequate supply to meet the need of humans …

Deep learning in plant diseases detection for agricultural crops: a survey

M Loey, A ElSawy, M Afify - International Journal of Service Science …, 2020 - igi-global.com
Deep learning has brought a huge improvement in the area of machine learning in general
and most particularly in computer vision. The advancements of deep learning have been …

A survey of deep convolutional neural networks applied for prediction of plant leaf diseases

VS Dhaka, SV Meena, G Rani, D Sinwar, MF Ijaz… - Sensors, 2021 - mdpi.com
In the modern era, deep learning techniques have emerged as powerful tools in image
recognition. Convolutional Neural Networks, one of the deep learning tools, have attained …

The image annotation algorithm using convolutional features from intermediate layer of deep learning

Y Chen, L Liu, J Tao, X Chen, R Xia, Q Zhang… - Multimedia Tools and …, 2021 - Springer
The automatic image annotation is an effective computer operation that predicts the
annotation of an unknown image by automatically learning potential relationships between …

Automatic image annotation based on deep learning models: a systematic review and future challenges

MM Adnan, MSM Rahim, A Rehman, Z Mehmood… - IEEE …, 2021 - ieeexplore.ieee.org
Recently, much attention has been given to image annotation due to the massive increase in
image data volume. One of the image retrieval methods which guarantees the retrieval of …

AlexNet convolutional neural network for disease detection and classification of tomato leaf

HC Chen, AM Widodo, A Wisnujati, M Rahaman… - Electronics, 2022 - mdpi.com
With limited retrieval of reserves and restricted capability in plant pathology, automation of
processes becomes essential. All over the world, farmers are struggling to prevent various …

A survey of deep learning in agriculture: Techniques and their applications

C Ren, DK Kim, D Jeong - Journal of Information Processing …, 2020 - koreascience.kr
With promising results and enormous capability, deep learning technology has attracted
more and more attention to both theoretical research and applications for a variety of image …