Questions tagged [tensorflow]

open source platform for machine learning

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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 ...
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Reshape Google Earth Engine Image Array for deep learning model

Following this example, we'd like to host an "eeified" model on google AI platform for predicting over large areas. Our Tensorflow model is multi-temporal and multispectral. In order to ...
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TensorFlow-GPU working at OSGeo4W Shell, but not in QGIS console

I have installed TensorFlow-GPU by using OSGeo4W shell: python pip -n install --target=<QGIS folder/apps/Python39/Libs/site-package> tensorflow-gpu==2.5 (Targeted the location as otherwise it ...
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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 ...
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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 ...
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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 ...
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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} --...
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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 ...
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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/...
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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 ...
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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. ...
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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 ...
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