AI-Driven Soil Classification: Faster R-CNN Deep Learning Approach by Mondal, Saptarshi

AI-Driven Soil Classification: Faster R-CNN Deep Learning Approach (Paperback) (ISBN-13: 9786208454180)

Vendor: Saptarshi Mondal
Product type: Books
Format: Paperback
$51.00
$51.00
$51.00
Subtotal: $51.00
AI-Driven Soil Classification: Faster R-CNN Deep Learning Approach by Mondal, Saptarshi

AI-Driven Soil Classification: Faster R-CNN Deep Learning Approach

$51.00
AI-Driven Soil Classification: Faster R-CNN Deep Learning Approach by Mondal, Saptarshi

AI-Driven Soil Classification: Faster R-CNN Deep Learning Approach

$51.00
Format: Paperback
Description
Description
x
This book presents an advanced deep learning solution for soil classification using Faster R-CNN, achieving 99.94% accuracy. It leverages image-based analysis to accurately classify multiple soil types, including Black, Alluvial, Loamy, and Red soils. The approach integrates image preprocessing, region proposal networks, and robust neural feature extraction to ensure high detection and classification performance. Visual outputs, including bar charts, scatter plots, and line graphs, illustrate predictive accuracy and confidence scores, enabling a better understanding of model performance. Designed for applications in precision agriculture and environmental science, this work reduces dependency on traditional lab-based soil analysis and speeds up decision-making in soil management. By merging AI-driven techniques with practical agricultural needs, this research sets a benchmark for soil analytics and highlights how deep learning can transform sustainable farming and resource optimization.

Author: Saptarshi Mondal,Rupsha Roy
ISBN-10: 6208454182
ISBN-13: 9786208454180
Publisher: LAP Lambert Academic Publishing
Language: English
Published: 08/06/2025
Pages: 56
Format: Paperback
Weight: 0.19lbs
Size: 9.00h x 6.00w x 0.13d

Recently Viewed Products