Questions tagged [deep-learning]

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Convert a homogenous matrix from xyz coordinate system to zyx coordinate system

I want to change my camera pose from xyz coordinate system(where x-forward direction, y left and z up) to zyx coordinate system ( z-forward y- down and x left) My camera pose is described in an ...
Zac Boussaid's user avatar
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62 views

ArcPy Detect Objects Using Deep Learning error read input raster

I am trying to do object detection with standalone script using ArcPy. The ArcGIS Pro version is 3.2.1. I made this script based on Model Builder and this documentation. https://pro.arcgis.com/en/pro-...
Fatih's user avatar
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26 views

Exporting image chips using training sample in ArcGIS Pro

I'm exporting the training samples to the correct format as image chip using "Export Training Data for Deep Learning" tool in arcgis pro. The Images chips normally should be the JPEG format ...
Saifeddine Farjallah's user avatar
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75 views

Fixing my workflow on converting bounding box(object detection) to actual coordinates based on .tfw

I am trying to convert the Yolov8 detected bounding box locations to actual coordinates and export them to ArcGIS or other GIS software as point data. I'm working on Windows 11 Python 3.9. It kind of ...
SunnyD's user avatar
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15 views

Void deep learning model with ArcGIS Pro

When I try using ArcGIS Pro deep learning framework with classified tiles, it ends up with a "succeed" message after a few centisedonds, without any result. Am I missing something? My input ...
radouxju's user avatar
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1 answer
158 views

Extracting features from DEM using ArcGIS Pro deep learning

I was wondering if it's possible to use ArcGIS Pro Deep learning to extract features from elevation data? I have a DEM with multiple levees that are used for flood defence. Is there a way to train ...
Siegmund's user avatar
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76 views

Esri deep learning model is not particularly effective

I am using Esri's tree classification deep learning model, in conjunction with the Classify Point Cloud Using Trained Model tool, to classify LiDAR point cloud data in an effort to develop a tree ...
amcameron's user avatar
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78 views

Using Deep Learning for historical maps?

I am attempting to train a deep learning model that will vectorize a scanned paper map of surficial geology. The features themselves are quite simple, but there are things like topo layers and ...
Darby's user avatar
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2 votes
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85 views

Keypoint generation in 3D point clouds with Deep Learning

I have a huge dataset of 3D point clouds (each point consists of X,Y,Z coordinates) and another dataset with keypoints (also X,Y,Z) which lie on quite recognizable structures in the point cloud. As a ...
nmb's user avatar
  • 21
1 vote
0 answers
191 views

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, ...
goodson36's user avatar
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151 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:...
Laura Valatkaitė's user avatar
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1 answer
171 views

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 ...
user1071138's user avatar
1 vote
0 answers
60 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://...
Sebastian Nuñez's user avatar
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0 answers
67 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 ...
Milap's user avatar
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1 vote
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110 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 ...
prpp2021's user avatar
  • 115
2 votes
1 answer
299 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 ...
UV-Sam's user avatar
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81 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 ...
musako's user avatar
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394 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 ...
RW1201's user avatar
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1 vote
0 answers
526 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/...
Ege Akkaya's user avatar
1 vote
1 answer
207 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 ...
Mhasan502's user avatar
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0 answers
156 views

Connecting GeoJSON and TIFF image for deep learning

I have GeoJSON coord: { "type":"FeatureCollection", "features":[{ "type":"Feature", "geometry":{"type":"...
Farhat2510's user avatar
1 vote
1 answer
360 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 ...
ali_is's user avatar
  • 27
1 vote
2 answers
3k 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-...
wollyka's user avatar
  • 447
1 vote
0 answers
746 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 ...
Elie El alam's user avatar
1 vote
0 answers
197 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 ...
Malik Javadli's user avatar
1 vote
0 answers
233 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 ...
Stew's user avatar
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0 votes
1 answer
56 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 ...
KuboAndTwoStrings's user avatar
2 votes
1 answer
630 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 ...
Smithw1's user avatar
  • 335
2 votes
2 answers
125 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 ...
Nanako Honda's user avatar
1 vote
0 answers
88 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 ...
Shady45's user avatar
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0 votes
1 answer
884 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 ...
ihb's user avatar
  • 483
1 vote
1 answer
198 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 ...
Oleg Renkevych's user avatar
0 votes
1 answer
187 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 ...
pauldanc's user avatar
0 votes
0 answers
12 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 ?
Sandeep Kumar's user avatar
0 votes
0 answers
104 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 ...
Lakshay Sharma's user avatar
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 ...
ihb's user avatar
  • 483
4 votes
3 answers
3k 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 ...
Rim Sleimi's user avatar
1 vote
1 answer
164 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 ...
K. Freestone's user avatar
1 vote
0 answers
243 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 ...
user avatar
0 votes
0 answers
143 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-...
Eliane McCarthy's user avatar
3 votes
1 answer
220 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 ...
vins_26's user avatar
  • 443
4 votes
1 answer
4k 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 ...
Patrice Carbonneau's user avatar
1 vote
0 answers
63 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 ...
maharg's user avatar
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1 vote
0 answers
90 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 ...
Sir247's user avatar
  • 43
1 vote
0 answers
909 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 ...
LeGo's user avatar
  • 11
1 vote
0 answers
283 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 ...
antoine Mathu's user avatar
5 votes
2 answers
6k 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 ...
Ka_Papa's user avatar
  • 447