[PDF][PDF] Using transfer learning for nutrient deficiency prediction and classification in tomato plant

V Kusanur, VS Chakravarthi - Int. J. Adv. Comput. Sci. Appl, 2021 - academia.edu
Plants need nutrients to develop normally. The essential nutrients like carbon, oxygen, and
hydrogen are obtained from sunlight, air, and water to prepare food and plant growth. For …

Deep Neural Networks for Classifying Nutrient Deficiencies in Rice Plants Using Leaf Images

S Kolhar, J Jagtap, R Shastri - International Journal of …, 2024 - journal.uob.edu.bh
Nutrients are vital in ensuring expected crop growth and yield quality. Accurate identification
of nutrient deficiencies in plants is essential to provide appropriate supplements of fertilizers …

Prediction of Nitrogen Deficiency in Paddy Leaves Using Convolutional Neural Network Model

SN Bhagirath, V Bhatnagar, L Raja - … Papers from ADCIS 2022, Volume 2, 2023 - Springer
At various stages of development, including flowering and fruit production, plants need a
variety of minerals and nutrients to grow. The phenotype, quality, and yield of crops are all …

A comparative study of deep CNN in forecasting and classifying the macronutrient deficiencies on development of tomato plant

TT Tran, JW Choi, TTH Le, JW Kim - Applied Sciences, 2019 - mdpi.com
Featured Application In this paper, Deep Learning has been used to classify, predict early
nutrient deficiencies during the growth of tomato plant. This study can be applied to …

Prediction and detection of nutrition deficiency using machine learning

AK Mishra, N Tripathi, A Gupta… - 2023 International …, 2023 - ieeexplore.ieee.org
The plant producers have a hard time identifying nutritional inadequacies in their crops. The
capacity to recognize these comprehensive nutritional deficiencies could help regulate …

[PDF][PDF] Computer Vision Based Machine Learning and Deep Learning Approaches for Identification of Nutrient Deficiency in Crops: A Survey.

M Sudhakar, RM Priya - Nature Environment & Pollution …, 2023 - neptjournal.com
Agriculture is a significant industry that plays a major role in a country's sustainable
environment and economic development. The global population demands increased food …

[PDF][PDF] Smart Nutrient Deficiency Prediction System for Groundnut Leaf.

J Malaisamy, J Rethnaraj - Intelligent Automation & Soft …, 2023 - researchgate.net
Prediction of the nutrient deficiency range and control of it through application of an
appropriate amount of fertiliser at all growth stages is critical to achieving a qualitative and …

Nutrient deficiency identification and yield-loss prediction in leaf images of groundnut crop using transfer learning

K Venkatesh, KJ Naik - Signal, Image and Video Processing, 2024 - Springer
Nutrient deficiencies in the plant can significantly reduce agricultural productivity. A sufficient
ratio of nutrient elements like nitrogen (N), phosphorus (P), and potassium (K) is essential for …

Deep learning-based mobile application for nutrient deficiency identification of rice plants using ADAM Optimizer

VR Sindhuja, M Sobhana, V Tejaswi… - 2022 IEEE Delhi …, 2022 - ieeexplore.ieee.org
The second-largest rice-produced country after China is India. Nowadays, rice plants are
affected by nutrient deficiencies. Rice plants require adequate amounts of three critical …

Identification of nutrient deficiency in rice leaves using densenet-121

BS Rao, RVK Reddy, D Manogna… - … Conference on Edge …, 2022 - ieeexplore.ieee.org
India is renowned for rice farming. Rice as a most important crop has a huge bang on
people's health since many cultivate it for a living, it provides jobs, and many small industries …