Latest Contributions by SangeetMathew

‎07-30-2020

Hi Olivia , The source rasters on disk do not change but the pixel value in the mosaic items will be altered. So regardless of whether performing classification on the "Image layer" in the Contents or through ArcCatalog the analysis will be done on the color balance raster(mosaic items) not the source rasters on disk. Thanks Sangeet

‎06-16-2020

Hi Paul , The train Deep Learning Model Tool is not available in ArcGIS Pro 2.4 . It was added in 2.5 . You would need to use the python api to perform training in 2.4. Here is an example of how you can use the api to perform the workflow..Detecting Swimming Pools using Satellite Imagery and Deep Learning | ArcGIS for Developers Thanks Sangeet

‎04-22-2020

Hi Nick, The training api and tools use "transfer learning" to train our models which means your data needs to be 3 Band 8 bit. What I would suggest to make your dataset training capable, is to use a composite band tool/function on your dataset to make it 3 band( Here is some help How To: Convert individual raster bands into a color or multiband image ). If it is not 8 bit you can use the stretch function to make it 8 bit. Then run the Export training tool (using PASCAL VOC Objects option ) and then train your data. Hope this helps. Thanks Sangeet

‎04-13-2020

Hi Nate, The parameters that you mentioned are specific to the Raster Function used for inferencing and since the function can be customized with any parameters , we havent documented any of them ,However padding, threshold and batch size are common parameters, here is a link where those parameters are explained in some detail. Use Deep Learning to Assess Palm Tree Health | Learn ArcGIS Thanks Sangeet

‎05-29-2019

Hi Ravindra , As Dan mentioned Mosaic Dataset is a valid input to the tool and it does work. Can you tell me more about the specific version you are using and well as the data you are using.

‎05-29-2019

Hi Francis , The tool in ArcGIS Pro and the python API are essential the same . The tool may have a couple of new parameters(depending on which version you have ) which may not have found its way tot the API yet but like I said essentially they are the same.

‎03-15-2019

Hi Mohammed, For training there are a no. of open source Frameworks such as Tensorflow , PyTorch , CNTK , etc. One of the them is the Tensorflow object detection api. The ArcGIS API for Python does provide some tools for training using SSD(Single Shot Detector). Here are some links to get started . Here is the API refernce ..https://esri.github.io/arcgis-python-api/apidoc/html/arcgis.learn.html#singleshotdetector) and here is a sample notebook. https://github.com/Esri/arcgis-python-api/blob/master/samples/04_gis_analysts_data_scientists/detecting_swimming_pools_using_satellite_image_and_deep_learning.ipynb

‎06-22-2018

Hi Steve, Does the tool run successfully if you use the RGBI bands ?

Online Status	Offline
Date Last Visited	‎02-26-2024 05:28 AM

My Ideas

Latest Contributions by SangeetMathew

Re: Image classification on mosaic dataset

Re: I can't find the Train Data for Deep Learning Model Tool.

Re: Deep Learning - "Unknown dataset_type="KITTI_rectangles"

Re: Deep Learning documentation

Re: Export Training Data For Deep Learning from Raster Mosaic dataset

Re: ArcGIS Pro 2.3 | Deep Learning Object Detection

Re: ArcGIS Pro 2.3 | Deep Learning Object Detection

Re: Tool failed: Error 999999 when running unsupervised classification

Re: ArcGIS Pro 2.3 | Deep Learning Object Detectio...

Re: Image classification on mosaic dataset

Re: I can't find the Train Data for Deep Learning ...