A Comparative Study on Different Transfer Learning Approaches for Identification of Plant Diseases

SB Tumpa, KK Halder - 2023 International Conference on Next …, 2023 - ieeexplore.ieee.org
Plant diseases present a substantial threat to global food security, as they have the potential
to significantly reduce crop yields. Detecting these plant diseases early and managing them …

Comparative Analysis on Deep Learning Models for Plant Disease Detection

A Adiga, NK Gagandeep, AA Prabhu… - … in Computer Science …, 2024 - ieeexplore.ieee.org
Plant disease identification is critical for lowering output losses and guaranteeing food
security. This study looks at the use of four common transfer learning models for early plant …

Comparative Study of Deep Learning Techniques for Detecting Tomato Plant Leaf Diseases Using Transfer Learning

PK Nalli, DP Garapati, MV Subbarao… - 2024 International …, 2024 - ieeexplore.ieee.org
Plant leaf diseases pose significant threats to crop yield and agricultural sustainability,
making early and accurate detection crucial for effective disease management. In recent …

Check for updates Leaf Disease Detection Using Transfer Learning

M Saharan, G Singh - … , AI4S 2023, Pune, India, September 4-5 …, 2023 - books.google.com
The early diagnosis of leaf diseases is essential for maintaining the health and yield of
crops. With advancements in deep learning and computer vision, transfer learning has …

Leaf Disease Detection Using Transfer Learning

M Saharan, G Singh - International Conference on Artificial Intelligence …, 2023 - Springer
The early diagnosis of leaf diseases is essential for maintaining the health and yield of
crops. With advancements in deep learning and computer vision, transfer learning has …

Using deep transfer learning for image-based plant disease identification

J Chen, J Chen, D Zhang, Y Sun… - … and Electronics in …, 2020 - Elsevier
Plant diseases have a disastrous impact on the safety of food production, and they can
cause a significant reduction in both the quality and quantity of agricultural products. In …

Plant Leaf Disease Detection Using Transfer Learning Approach

D Yaswanth, SS Manoj, MS Yadav… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Plant diseases are a significant hazard to feeding a growing population, but timely detection
is challenging due to a lack of infrastructure in many world regions. Finding and detecting …

Evaluation of Transfer Learning Models for Maize Leaf Disease Identification and Classification

P Singh, P Khichi - Emerging Trends in IoT and Computing …, 2024 - taylorfrancis.com
Plant diseases pose a significant danger to global food security by reducing farmer output
and causing an economic crisis. Timely and precise illness identification is critical for …

Transfer learning based plant diseases detection using ResNet50

IZ Mukti, D Biswas - 2019 4th International conference on …, 2019 - ieeexplore.ieee.org
Plant diseases are a principal threat to the safety of food. In agriculture sectors, it is the
greatest challenge to identify plant diseases. The state-of-the-art Convolutional Neural …

Based on Transfer Learning a Performance Analysis and Comparative Study of CNN for Accurate Plant Disease Detection

S Nithin, MS Nishanth, A Kodipalli… - 2023 International …, 2023 - ieeexplore.ieee.org
This paper investigates the use of Convolutional Neural Networks (CNNs) for plant disease
diagnosis, utilizing the notion of transfer learning to develop a deep CNN network at a low …