Questions tagged [tensorflow]

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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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1answer
326 views

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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59 views

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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1answer
41 views

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 ...
2
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1answer
65 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 ...
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Trouble opening Sentinel 2 image with pillow

I am doing data augmentation to create training data but the Sentinel 2 image is not showing. It always gives me an error cannot identify image file. Does someone has any solution for this or maybe ...
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59 views

Trying to get more classes to classify landcover on TensorFlow + Earth Engine

I used this notebook to create a neural network to classify landcover on Landsat 8 imagery. https://colab.research.google.com/github/google/earthengine-api/blob/master/python/examples/ipynb/...
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43 views

Predict continuous variable (forest biomass) using trained Tensorflow model

I want to predict forest biomass over my study region. To do that I have trained Tensorflow model using field data (70 Temporary forest plots) and some remote sensing variables that i've extracted ...
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1answer
1k 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 ...
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80 views

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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81 views

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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144 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. ...