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portada Prediction of tomato seed germination from images with deep learning
Type
Physical Book
Author
Publisher
Language
English
Pages
52
Format
Paperback
Dimensions
22.9 x 15.2 x 0.3 cm
Weight
0.09 kg.
ISBN13
9786205631072
Categories

Prediction of tomato seed germination from images with deep learning

Abdou Djalilou Ali (Author) · LAP Lambert Academic Publishing · Paperback

Prediction of tomato seed germination from images with deep learning - Ali, Abdou Djalilou

New Book Imported to New Zealand
Delivery: 18 Aug - 25 Aug Shipping: 14 to 15 business days.
NZ$ 100.49
Import costs and 15% GST included in the price ✅
NZ$ 100.49

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Synopsis "Prediction of tomato seed germination from images with deep learning"

This book is related to the application of deep learning in agricultural field. In fact, researches were carried out to predict the tomato seeds germinability from images with deep learning under proper growing conditions. This task was a classification task which was tricky as the classes were imbalance. To assess the models, macro f1 score was used.In the analysis, a baseline model was used which consisted of three convolutional layers and then the classification layer after a flattening operation.Some useful pre-trained models such VGG-19, ResNet-50, were also used in order to leverage the new task.Even though the classification was so difficult, the above techniques were so useful in achieving 0.52 which is better than humain guessing skills.

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