{"product_id":"ai-driven-soil-classification-saptarshi-mondal-9786208454180","title":"AI-Driven Soil Classification: Faster R-CNN Deep Learning Approach","description":"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.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Saptarshi Mondal,Rupsha Roy\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 6208454182\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9786208454180\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e LAP Lambert Academic Publishing\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/06\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 56\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.19lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.13d","brand":"Saptarshi Mondal","offers":[{"title":"Paperback","offer_id":48066711683327,"sku":"9786208454180","price":51.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_1ecc1b3e-31ee-42bc-8e8f-2a0734f1c57e.jpg?v=1768680045","url":"https:\/\/www.whiterainbookhouse.com\/products\/ai-driven-soil-classification-saptarshi-mondal-9786208454180","provider":"WR Book House","version":"1.0","type":"link"}