Questions tagged [deep-learning]

The tag has no usage guidance.

Filter by
Sorted by
Tagged with
1
vote
1answer
13 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 ...
1
vote
0answers
66 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 ...
0
votes
0answers
25 views

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 ...
0
votes
0answers
15 views

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 ...
2
votes
1answer
133 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 ...
1
vote
0answers
197 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-...
5
votes
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 ...
0
votes
0answers
43 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 ...
0
votes
0answers
94 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 ...
1
vote
0answers
41 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 ...
0
votes
0answers
27 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 ...
1
vote
2answers
707 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
0answers
46 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 ...
0
votes
0answers
80 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-...
0
votes
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
votes
1answer
137 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 ...
2
votes
2answers
59 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
0answers
41 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 ...
0
votes
1answer
337 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 ...
0
votes
1answer
40 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
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 ?
0
votes
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
votes
1answer
902 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 ...
1
vote
1answer
48 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
0answers
95 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 ...
3
votes
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 ...
1
vote
0answers
36 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
vote
0answers
63 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 ...
1
vote
0answers
745 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 ...
1
vote
0answers
148 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 ...