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Questions tagged [random-forest]

An ensemble classifier that consists of many decision trees and outputs the class that is the mode of the classes output by individual trees

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33 votes
4 answers
19k views

How to perform Random Forest land cover classification?

This is a follow-up to a previous post: Machine Learning Algorithms for Land Cover Classification. It seems that the Random Forest (RF) classification method is gaining much momentum in the remote ...
Aaron's user avatar
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4 votes
1 answer
2k views

Performing Random-Forest Classification of 10cm Imagery for species-distribution in R (no point-shapes)? [closed]

I'm trying to classify 10cm-resolution images with the RF-package. I do this to separate some species in the forest, seen on my images. While I was searching for an answer, I found the following ...
steveomb's user avatar
  • 147
2 votes
1 answer
336 views

Incorporating terrain data to predict canopy cover using randomForest in R? [closed]

I have a 5.8 m resolution satellite image (LISS IV by IRS-P6, in bands 4, 3 and 2) of a densely forested region in the Eastern Himalayas (altitude 700 m to 3200 m). My objective is to predict regions ...
csheth's user avatar
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1 vote
1 answer
5k views

memoryerror in Supervised Random Forest Classification in Python sklearn

I have Landsat 8 preprocessed image I want to classify using random forest(RF) classification in python. The size of the image is 3,721,804 pixels with 7 bands. I have 250 training data shapefiles ...
Kaleab Woldemariam's user avatar
11 votes
1 answer
3k views

Multispectral image segmentation for natural-resources applications using R

R has the capacity for image segmentation, although all of the examples I have come across utilize a single band for the segmentation (example). I am interested in combining R's capacity for random ...
Aaron's user avatar
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7 votes
1 answer
3k views

Results of Variable Importance of RF Classifier in GEE

I create a RF module in GEE like this: //Random Forest Result Function Module exports.getRfResults = function(image, title, bands, trainPoint, testPoint, area, label) { //Create Sample Points ...
BerkayOzen's user avatar
4 votes
1 answer
6k views

Image classification random forest [duplicate]

I am a newbie in R. I want to classify images using random forest in R. I am trying to learn the codes. But in the mean time, is there a push button (like a gui) in R that can be used for ...
abantika's user avatar
3 votes
2 answers
2k views

How to utilise single 'randomForest' model for several rasters in R?

I am using randomForest package in R to derive species distribution models. When I predict the model to the RasterStack containing the predictors in which the values were extracted to build my model, ...
Mariana Vasconcellos's user avatar
1 vote
1 answer
80 views

Missing a couple of tiles after classification, however it was shown in the stacked Landsat image

I am trying to do crop-type mapping using RF in GEE.the script is working, however, part of the final classified layer (a couple of tiles) is missing in the end product which I do not know why! I even ...
Samar Tarek's user avatar
1 vote
1 answer
2k views

The stability of randomForest models after increasing predictor variables

With reference to the posts: Incorporating terrain data to predict canopy cover using randomForest in R and Random-Forest Classification of 10cm Imagery for species-distribution in R (no point-shapes) ...
csheth's user avatar
  • 664