Leaf disease detection using machine learning and deep learning: Review and challenges

C Sarkar, D Gupta, U Gupta, BB Hazarika - Applied Soft Computing, 2023 - Elsevier
Identification of leaf disorder plays an important role in the economic prosperity of any
country. Many parts of a plant can be infected by a virus, fungal, bacteria, and other …

A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications

L Alzubaidi, J Bai, A Al-Sabaawi, J Santamaría… - Journal of Big Data, 2023 - Springer
Data scarcity is a major challenge when training deep learning (DL) models. DL demands a
large amount of data to achieve exceptional performance. Unfortunately, many applications …

Deep learning-based leaf disease detection in crops using images for agricultural applications

J Eunice, DE Popescu, MK Chowdary, J Hemanth - Agronomy, 2022 - mdpi.com
The agricultural sector plays a key role in supplying quality food and makes the greatest
contribution to growing economies and populations. Plant disease may cause significant …

Advanced deep learning techniques for early disease prediction in cauliflower plants

GP Kanna, SJKJ Kumar, Y Kumar, A Changela… - Scientific Reports, 2023 - nature.com
Agriculture plays a pivotal role in the economies of developing countries by providing
livelihoods, sustenance, and employment opportunities in rural areas. However, crop …

Cucumber disease recognition using machine learning and transfer learning

MJ Mia, SK Maria, SS Taki, AA Biswas - Bulletin of Electrical Engineering …, 2021 - beei.org
Cucumber is grown, as a cash crop besides it is one of the main and popular vegetables in
Bangladesh. As Bangladesh's economy is largely dependent on the agricultural sector …

Sunflower diseases recognition using computer vision-based approach

A Rajbongshi, AA Biswas, J Biswas… - 2021 IEEE 9th …, 2021 - ieeexplore.ieee.org
Sunflower (Helianthus annuus) is a plant categorized as a low to medium drought-sensitive
crop. It adds a significant value to the agricultural-based economy. But nowadays worldwide …

Real-time herb leaves localization and classification using YOLO

J Mia, HI Bijoy, S Uddin… - 2021 12th International …, 2021 - ieeexplore.ieee.org
Herb leaves plays a significant role to cure various human disease throughout the world.
Furthermore, it has had a great impact on clinical science. People have less information …

Cauli-Det: enhancing cauliflower disease detection with modified YOLOv8

MS Uddin, MKA Mazumder, AJ Prity… - Frontiers in Plant …, 2024 - frontiersin.org
Cauliflower cultivation plays a pivotal role in the Indian Subcontinent's winter cropping
landscape, contributing significantly to both agricultural output, economy and public health …

[PDF][PDF] A framework of deep optimal features selection for apple leaf diseases recognition

S Rehman, MA Khan, M Alhaisoni… - " CMC-COMPUTERS …, 2023 - researchgate.net
Identifying fruit disease manually is time-consuming, expertrequired, and expensive; thus, a
computer-based automated system is widely required. Fruit diseases affect not only the …

Enhanced climate change resilience on wheat anther morphology using optimized deep learning techniques

A Zahir, Z Ali, AS Al-Shamayleh, SRA bas… - Scientific Reports, 2024 - nature.com
Wheat commands attention due to its significant impact on culture, nutrition, the economy,
and the guarantee of food security. The anticipated rise in temperatures resulting from …