Questions tagged [deep-learning]

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Classify pixels using deep learning model outputs blank raster

I have been attempting to classify 0.5 m resolution imagery for my research. Unfortunately, when I go to run the "classify pixels using deep learning tool", I get an output with no errors, ...
0 votes
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37 views

ArcGIS Online Deep Leaning Error:999999: Something unexpected caused the tool to fail

Have you ever faced this error while using ArcGIS Online Deep Learning tool and trying to analyze Tiled Imagery layer? ClassifyPixelsUsingDeepLearning failed. Start Time: Sunday, December 18, 2022 1:...
0 votes
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Classify Pixels using deep learning error 9999

I'm trying to reproduce the Esri Super Resolution algorithm sample: https://developers.arcgis.com/python/samples/increase-image-resolution-using-superresolution/ I've successfully created the dlpk ...
1 vote
0 answers
28 views

Visualization and vectorizing for AI in Google Earth Engine

I'm glad to find this space, I come from a background in economics and do not know the first thing about GIS (hope to learn as I go with this project). I found an interesting dataset (https://...
0 votes
0 answers
30 views

Create new shapefile layer per raster layer

In QGIS i have several hundreds raster tiles. For a deep learning application i would like to create segementation masks. To achieve this, my approach is to make a new shapefile, create the polygon ...
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1 vote
0 answers
39 views

Satellite image segmentation using transfer learning with input image of different size and channels

I am new to Deep Learning and recently developed land cover products using U-Net architecture. I have been using an open-source library called segmentation_model and it worked pretty well with a mean ...
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1 vote
1 answer
114 views

Should I use TIFF or PNG Maps [closed]

I have a school project in which I should forecast the UV index based on historical data in former UV maps. This website http://www.soda-is.com/pub/files/iresen/ includes the UV maps both in TIFF and ...
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0 votes
0 answers
138 views

Vegetation Identification Plugin for QGIS

I was wondering if anyone knows of a deep learning plug in for QGIS that can identify different species of vegetation using high resolution RGB or multi-spectral imagery. Unfortunately I have not been ...
0 votes
0 answers
50 views

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 ...
0 votes
0 answers
233 views

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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1 vote
0 answers
263 views

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/...
0 votes
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135 views

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 ...
0 votes
0 answers
96 views

Connecting GeoJSON and TIFF image for deep learning

I have GeoJSON coord: { "type":"FeatureCollection", "features":[{ "type":"Feature", "geometry":{"type":"...
1 vote
1 answer
164 views

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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0 votes
2 answers
1k views

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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1 vote
0 answers
428 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 ...
1 vote
0 answers
138 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 ...
1 vote
0 answers
137 views

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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0 votes
1 answer
38 views

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 ...
2 votes
1 answer
428 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 votes
2 answers
86 views

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 ...
1 vote
0 answers
61 views

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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0 votes
1 answer
630 views

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
167 views

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 ...
0 votes
1 answer
130 views

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 ...
0 votes
0 answers
8 views

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 ?
0 votes
0 answers
78 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 ...
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 ...
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2 votes
2 answers
2k views

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 ...
1 vote
1 answer
128 views

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 ...
1 vote
0 answers
193 views

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 ...
0 votes
0 answers
128 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-...
2 votes
1 answer
193 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 ...
1 vote
0 answers
53 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 ...
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1 vote
0 answers
78 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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1 vote
0 answers
820 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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1 vote
0 answers
225 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 ...
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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