Tilling Intensity Machine Learning Model and Images

Published: 9 July 2024| Version 2 | DOI: 10.17632/c6dmh8w2v8.2
Contributor:
Sajeev Magesh

Description

Images of various intensities and tilling types, used to train a machine learning model which is able to detect the intensity of tillage on soil given an image. The machine learning model file is also included. Unseen data, which don't fit into any of the initially defined 7 intensity levels (eg. level 4.5), are also included, and were used to test the machine learning model. All of these images were collected through simulating different tilling intensities in a soil bed, and capturing images of the soil after the simulated tilling. All images were collected on loamy soil.

Files

Categories

Tillage Method, Machine Learning, Convolutional Neural Network

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