Questions tagged [deep-learning]
The deep-learning tag has no usage guidance.
31
questions
1
vote
0answers
75 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-...
1
vote
0answers
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 ...
0
votes
0answers
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 ...
0
votes
0answers
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 ...
0
votes
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 ...
1
vote
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 ...
0
votes
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 ...
1
vote
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 ...
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
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 ...
2
votes
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 ...
1
vote
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 ...
0
votes
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 ...
0
votes
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 ...
0
votes
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
votes
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 ...
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
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 ...
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
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 ...
1
vote
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
vote
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 ...
1
vote
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 ...
0
votes
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
votes
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
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
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
vote
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 ...
1
vote
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 ...
1
vote
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
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 ...
