I want to classify forest tree species. The density of forest is low, and the sprawal of trees makes classification more challenging? What kind of data do you suggest for this porpuse?
Try using kaggle https://www.kaggle.com/ for collection data and then use CNN on the same data
I SUGGEST YOU FOLLOW : Article Tree Species Classification Using Hyperspectral Imagery: A C...
Article Tree Species Classification using WorldView-2 Satellite Imag...
Conference Paper Tree species classification for clarification of forest inve...
Article Tree Species Classification by Employing Multiple Features A...
Thank you Rachit S Garg for your help. I will dig in the mentioned link.
Thank you Muhammad Ali for sharing papers. I will reach out to you for more questions.
if you have CSV dataset, you cant use the weka tool with zero effort.
https://www.cs.waikato.ac.nz/ml/weka/
steps :
load the data
handle the missing values
use oversampling methods to make the data balance
use the scaling method
you can use feature selection methods (optional)
chose the classification method (RF one of the most powerful models )
use cross-validation (k=3 or 5 or 10)
enjoy :)
Mohammad Al-Fawa'reh Thank you for your answer. will practice it. :)
if you need any help in the practical side contact me
[email protected]
hello, I think you can use hyper resolution image such as quick bird .
Saeed Shahbazikia Thank you Dr. I will give it a shot if I can access to such images.
You should try weka.
Easy friendly with high capabilities.
Saeed Samadianfard Thank you. will give a shot.
you're welcome
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