Geographic Information Systems

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Is it possible to use FCIS: Fully Convolutional Instance-aware Semantic Segmentation without using CUDA?

I was reading a work on github (https://github.com/chrieke/InstanceSegmentation_Sentinel2) where it requires the use of FCIS and mxnet for deep learning, following the tutorial I saw that the ...
2
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1answer
345 views

Deep Learning in QGIS: installing Tensorflow

I am trying to install tensorflow (with or without GPU support) with the keras API in the QGIS 3.4 LTR python 3 environment but without success. I do have a working install of tensorflow-gpu that I ...
1
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19 views

Creating training set of strike and dip data (structural geology) using ArcGIS Pro [closed]

I have been using ArcGIS Pro for the first time, and am attempting to create a training set of strike and dip data (structural geology.) I have created the polygons, after creating a new ...
1
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0answers
33 views

Extracting features with Export Training Data for Deep Learning tool in ArcGIS Pro

The stats file generated from the tool: images = 3400 *3*30*30 features = 6412 features per image = [min = 1, mean = 1,89, max = 10] classes = 1 cls name cls value images features min size mean ...
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0answers
201 views

KeyError: “The name 'ImageTensor:0' refers to a Tensor which does not exist. The operation, 'ImageTensor', does not exist in the graph.”

I'm trying to use ArcGIS Pro 2.3 and this tutorial (https://medium.com/geoai/high-resolution-land-cover-mapping-using-deep-learning-7126fee571dd) to use the function "Classify Pixels Using Deep ...
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40 views

How to pixelwise annotation with QGIS

I need to create masks with QGIS of hedgerows for satellite images (raster) segmentation. I tried with the SCP plugin but I can't use growing algorithm because I only want to keep hedgerows, not ...
4
votes
2answers
3k views

Performing deep learning land cover classification using R?

I am really new to Deep Learning and, unfortunately, I can't find example codes on land cover classification other than this one where the author wrote a script in R for a large dataset. The main ...