Questions tagged [deep-learning]

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Cannot use deep learning datasets maker in QGIS

We are using QGIS deep learning datasets maker. I am trying to create training data with satellite image data and data from a .shp file. When I run the program, I get the following error. An error has ...
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QGIS plugin for reviewing image and label pairs for satellite image segmentation deep learning models

Does anyone know of a plugin or other offline tool, preferably but not necessarily implemented as a QGIS plugin, for reviewing and editing image/vector label pairs for satellite image segmentation? My ...
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Error 032659 in ArcGIS Pro when using train deep learning tool

I'm getting Error 032659 in ArcGIS Pro when using train deep learning tool. I'm getting it from my input data. Below is the error. I've tried saving the file outside of the geodatabase and am still ...
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Creating CNN model for multi-class image classification using Google Earth Engine

I am trying to build a satellite image classifier CNN using Google Earth Engine. I have been following this tutorial: https://colab.research.google.com/github/google/earthengine-api/blob/master/python/...
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Classify pixels using deep learning is giving wrong result for Landsat-7 data in ArcGIS

I am trying to classify two LULC maps from two data. One is for 2020 (Landsat 8), and another is for 2000 (Landsat 7). The pixel depth is 64-bit and both of the data were downloaded from Google Earth ...
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Connecting GeoJSON and TIFF image for deep learning

I have GeoJSON coord: { "type":"FeatureCollection", "features":[{ "type":"Feature", "geometry":{"type":"...
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Export Training Data for Deep Learning with additional metadata

I am using the Export Training Data for Deep Learning tool using the Labeled Tiles option to export one image per polygon with a class annotation. However, I would like to have the Long Lat of each ...
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1 answer
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Exporting training data for deep learning in ArcGIS Pro with a fixed buffer area around each polygon

I have a raster image with building polygons and I want to use these to extract data for deep learning using the ArcGIS Pro tool. I would like to have a single polygon per image and therefore I'm ...
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Hitting ERROR 002667 with Deep learning in ArcGIS Pro

I'm trying to use deep learning to extract building footprints. I'm using the model provided by living atlas and I'm getting this error: ERROR 002667 Unable to initialize python raster function with ...
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How to save result of arcgis.learn.prepare_data (ArcGIS Pro)

After running 'Export training data for deep learning' tool in ArcGIS Pro, named as 'training_folder', I did data augmentation on the 'training_folder' using arcgis.learn.prepare_data. Then, I would ...
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1 answer
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Automating Building Footprint Extraction in QGIS

I am searching to automate the extraction of buildings from satellite images. I found a solution but it was for ArcGIS Desktop https://developers.arcgis.com/python/sample-notebooks/automate-building-...
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272 views

Detect Object Using Deep Learning Tool Error

I am having a problem when using the Detect Object Using Deep Learning tool in ArcGIS Pro 2.8. Problem: When I add any model to the tool the following error appears always. I downloaded many models ...
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75 views

Land Cover Classification Sentinel-2 deep learning model

I want to create a land cover using the model in the link (https://www.arcgis.com/home/item.html?id=afd124844ba84da69c2c533d4af10a58). For this you need to mosaic Sentinel-2 images using the tool in ...
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1 vote
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Loss of Jupyter notebooks in ArcGIS Pro after installing Deep Learning modules

I've managed to break the ability to use Notebooks in ArcGIS Pro by installing the deep learning modules in a cloned environment. These are the dependencies: conda install -c esri -c fastai -c pytorch ...
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1 answer
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How to estimate overlap of certain pixel colors in a raster image and a linestring shape added on top of it?

I am trying to calculate how much of the electric feeders exist underneath tree covers. I am using NAIP infrared satellite imagery and have a shp file for a feeder circuit. Like so: I need to find ...
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2 votes
1 answer
270 views

Error when training data for Deep Learning

I am trying to train a model and classify it using the "Classify Pixels Using Deep Learning" tool. I exported my training sample data for deep learning, but when I add that .emd-file to the ...
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2 answers
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How were walkways found and added to Google Maps or OSM?

Does Google Maps or OSM use any deep learning or machine learning model to extract walkways from satellite images? Examples of walkways are the green lines in the picture here. I wonder how they were ...
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Preparing training data for crop species classification from drone images

I have high resolution multispectral (R,G,B,NIR,RE bands) images of a field taken from MicaSense RedEdge mounted on a drone. There are various species of crops planted. I want to classify the crops or ...
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ArcGIS Pro 2.5.0: Trouble with using new deep learning tools for object detection - Failed to execute (TrainDeepLearningModel)

I am new to deep learning and convolutional neural networks, and I am trying to classify weeds in a sorghum field using the new deep learning tools in ArcGIS Pro 2.5.0. I am trying to use object ...
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1 vote
1 answer
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Classify Pixel using Deep Learning (strange result) [closed]

I've started to use a new version of deep learning tools for ArcGIS Pro. Then I received a strange results on my classification: The main libraries that i used are: arcgis=1.8.2 scikit-image=0.15.0 ...
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1 answer
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Can the ArcGIS Pro deep learning tools detect objects in non-nadir imagery?

I have been asked to look into developing a deep learning tool to identify objects from 360 degree panoramas. Can this be done using the deep learning tools in ArcGIS Pro? I suppose there are two ...
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Installing ArcGIS Python API with deep learning dependencies [duplicate]

I am a GIS guy and do not know much about deep learning and AI. How can I start using ArcGIS Python API to do GeoAI ?
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56 views

Spike and crater detection in DSM using machine learning / deep learning / computer vision techniques

I'd like to try machine learning / computer vision / deep learning approaches for detecting artifacts in Digital Surface Models, and am specifically interested in doing this for common artifacts like ...
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3 votes
1 answer
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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2 votes
2 answers
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Pre-trained transfer learning models for satellite image classification

I am currently working on a project that tackles crop type classification using machine learning and deep learning. Given the limited amount of satellite data that I have, transfer learning sounds ...
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1 vote
1 answer
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Using 3rd party PASCAL_VOC in arcgis.learn prepare_data() method

Has anyone had luck using the prepare_data method with data not exported from the Export Training Data tool in ArcGIS Pro? The documentation suggests prepare_data will take PASCAL_VOC_rectangles from ...
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1 vote
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Ship detection with ArcGIS Pro - deep learning [closed]

Currently I try to develop and apply a deep learning model to detect vessels. I imported aerial imagery (3 bands, Color Infrared, 25 cm resolution, ECW files) and created manually about 200 training ...
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110 views

Training samples for deep learning in ArcGIS Pro 2.5

I am performing end-to-end deep learning in ArcGIS Pro 2.5, following a similar procedure to the one set out in this tutorial: https://learn.arcgis.com/en/projects/use-deep-learning-to-assess-palm-...
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2 votes
1 answer
164 views

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 ...
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4 votes
1 answer
3k 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 ...
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1 vote
0 answers
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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 ...
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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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0 answers
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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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  • 11
1 vote
0 answers
194 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 ...
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5 votes
2 answers
5k views

Performing deep learning land cover classification using R? [closed]

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 ...
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