Questions tagged [deep-learning]

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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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29 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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22 views

Deep learning classification satellite/airbone images in R? [duplicate]

I am looking for tutorials and guides to learn deep learning in remote sensing images (satellite imagery, ortophoto from airbone) in R, because I already know it quite well and would like to stay with ...
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34 views

Alternative to “Export Training Data For Deep Learning” ArcGIS's tool

My current research involves training a Mask R-CNN model with tensorflow to detect and segment buildings. I have a vector shape containing "M" features, each feature being a polygon ...
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0answers
84 views

Error using two raster with different number of bands for Export Training Data For Deep Learning in ArcGIS Pro

I want to create a deep learning training dataset for pixel-classification which combines 3-band RGB data and 1-band elevation data. I use the ArcGIS Pro function "Export Training Data For Deep ...
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0answers
39 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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0answers
25 views

Data preparation for Deep learning

I'm trying to train a model to predict landslide risk using DL. I'm not going to use the build-in tools in ArcGIS pro to train my model as I want to tweak the network myself. The problem is I'm not ...
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0answers
43 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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1answer
26 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
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1answer
121 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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2answers
55 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 ...
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0answers
38 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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1answer
296 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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0answers
22 views

ClassifyPixelsUsingDeepLearning Output Error from ArcGIS Pro

While producing the final pixel block, which is a dictionary of arrays of predictions, ArcGIS Pro errors with Unable to unpack the python NumPy array associated with the specified raster into a pixel ...
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0answers
30 views

Python TypeError while using ClassifyPixelsUsingDeepLearning from ArcPy API

I am attempting to use a pretrained Keras Unet nueral network to perform pixelwise classification in ArcPro. I've written two Raster Function scripts to intregrate the model into the Arc backend. I ...
0
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1answer
33 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 ...
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0answers
7 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 ?
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0answers
21 views

MaskRCNN doesnt run at GPU

I tried to run Arcgis API jupyter notebook sample with deep learning model MaskRCNN, but model is still running at CPU instead of GPU. I have installed the newest API 1.8.2, with all deep learning ...
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0answers
42 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
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1answer
791 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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2answers
601 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
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1answer
45 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 ...
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0answers
89 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 ...
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0answers
71 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
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1answer
123 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 ...
3
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1answer
2k 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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0answers
35 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
62 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
735 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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0answers
143 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
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2answers
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 ...