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Questions tagged [tensorflow]

open source platform for machine learning

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*Image* prediction with GEE AI Platform and gradient boosted tree model

I am attempting to build a crop classifier with training data from Sentinel-2 imagery over several seasons. I want to use a gradient boosted tree model instead of a neural net. There are many examples ...
ktf's user avatar
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1 vote
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Extracting a series of patches from an image in Google Earth Engine

I’m trying to extract a series of 255x255 pixel images / patches from an image in Google Earth Engine. (These patches are going to be used as inputs into a model in Tensorflow — here, if you are ...
Jordan's user avatar
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Using Tensorflow in QGIS

I want to use tensorflow in QGIS, so I type python -m pip install tensorflow in OSGeo4W Shell to install and it shows success. But when I type import tensorflow in python console in QGIS (my QGIS ...
shchyan's user avatar
  • 113
2 votes
1 answer
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Creating large covariate stacks with Google Earth Engine

I'm trialling using Earth Engine for a machine learning task (predicting pH) based on a large number (~300) of satellite covariates and around 100k training points. Earth Engine is attractive due to ...
Jamie Collinson's user avatar
2 votes
1 answer
313 views

Parsing through a Sentinel-2 tile

I downloaded a Sentinel-2 product and opened with rasterio.open() all the bands I want to use. This returns matrixes with size 10980 X 10980 I need to parse through the image using blocks of 120 X 120 ...
Gon's user avatar
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1 vote
1 answer
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Errors when uploading image to Earth Engine directly from the Cloud Storage bucket

I wanted to upload the image to Earth Engine directly from the Cloud Storage bucket with the earthengine command but encountering some errors !earthengine upload image --asset_id={OUTPUT_ASSET_ID} --...
Prachi Khandelwal's user avatar
3 votes
1 answer
2k views

Looking for a deep learning platform for image recognition, preferably in QGIS [closed]

As part of a project I am working on, I am collecting an image training dataset consisting of various images of agricultural fields (details spared for confidentiality). The end goal of the project is ...
ihb's user avatar
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1 vote
1 answer
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Importing image into Google Colab as Earth Engine asset from Google cloud storage

When I run the following code in Google Colab, the image gets imported from Earth Engine assets folder into Google Colab such that I can visualize it: import ee imageROI = ee.Image('users/username/...
Abheeshta Rao's user avatar
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Unable to export Testing and Training data as TFRecord using Google Earth Engine

While trying to export training (about 700 points) and testing data (about 300 points) as TFRecord, I am getting the following error: User memory limit has exceeded The code I have written, is ...
Abheeshta Rao's user avatar
1 vote
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341 views

How to apply convolutional neural network over a time series of Landsat images

I am implementing a fully convolutional neural network (specifically U-Net) over a time series of Landsat 8 images to predict land cover change. I am following the demo notebook for the predictions. ...
shahryar's user avatar
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Earth Engine: How to input band values of image to a tensorflow model trained on array of values

I have a TensorFlow model that is trained on an array of reflectance values (red, green, blue, nir) to predict sediment (SSC). Now, I want to use Landsat 8 image over a region to get the SSC for ...
shahryar's user avatar
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