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Recently, the agricultural sector has faced a pressing need for modernization due to the extensive manual labor required to monitor plant growth accurately. Although agricultural technology has advanced, workers still spend considerable time and effort distinguishing between different plants and weeds. There's a significant opportunity for this trillion-dollar industry to benefit from innovations that reduce manual labor. Artificial Intelligence stands out as a key technology that can transform this field by dramatically decreasing the time and effort needed to identify plant seedlings using AI and Deep Learning. This enhancement not only makes the process more efficient than traditional methods but also improves crop yields. It allows workers to focus on higher-level decision-making in agriculture and promotes more sustainable environmental practices over the long term.
The goal of this project is to develop a Convolutional Neural Network that can accurately classify plant seedlings into their specific categories. To ensure our code runs efficiently, we'll utilize the GPU runtime available on Google Colab.
images.npy
)# Ensure to comment out the 'upload file' code prior to executing the script
$ python data/bucket-storage.py
The Signal Processing group at Aarhus University, together with the University of Southern Denmark, has recently made available a dataset that includes images of unique plants from 12 different species.
The data files are named:
To manage the large volume of data efficiently, the images have been compiled into the images.npy file, and the labels are stored in Labels.csv.
This setup allows me to work on the project seamlessly without concerns about data size.
The project's objective is to develop a classifier that can accurately identify the species of a plant based on its image.
List of Species
Press p or to see the previous file or, n or to see the next file
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Are you sure you want to delete this access key?
Are you sure you want to delete this access key?
Are you sure you want to delete this access key?