Latest Contributions by PavanYadav

‎10-27-2023

hi @GraceTortorici_ . one of the tools that can help with this is the Extract Features Using AI Models (Image Analyst) https://pro.arcgis.com/en/pro-app/latest/tool-reference/image-analyst/extract-features-using-ai-models.htm offers some regularization methods. If it's a raster, in the Extract Features using AI Models tool I believe you can use the Only Postprocess mode.

‎10-24-2023

@p-vdp you might be right about this problem being a bug. Is it possible for your to share your test data with me (if so, please email me at - pyadav AT esri.com)? Or you can contact Esri Support Services. I will also try to test it with my data at my end to see if I can reproduce. thanks

‎10-24-2023

@OddbjornLarsen1 thank again for reporting and sharing your observations and issues. The solution I provided was a workaround. We have been able to identify and fix this and a few other related issues. We have not been able to include them in upcoming 3.2 release; however we plan to include them in the next update (patch) of 3.2.

‎09-22-2023

please see my response on https://community.esri.com/t5/arcgis-pro-questions/train-deep-learning-model-using-multiple-gpus-on/m-p/1221102 Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

please see my response on https://community.esri.com/t5/arcgis-pro-questions/train-deep-learning-model-using-multiple-gpus-on/m-p/1221102 Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

please see my response on https://community.esri.com/t5/arcgis-pro-questions/train-deep-learning-model-using-multiple-gpus-on/m-p/1221102 Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

Hi @zhangcaizhu We tried to keep the names self explanatory but I can help with any specific questions. like @DanPatterson said above NumBands is the number of bands in your training chips. all details are about your image chips that are based on your parameters in the tool. A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

@MariadaConceiçãoProença in case other users reach to this post. here is an example Repurposing Deep Learning Models using Transfer Learning in ArcGIS A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on your imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

@LinoyZagrizakHarpaz Model Type and Metadata Type should match. Please see the error Exception: Enter only compatible datasets from PASCAL_VOC_rectangles, KITTI_rectangles. https://www.arcgis.com/home/item.html?id=916e02960d9e495baeb4d1d2ff4055d0 is a fasterrnn model. To fine tune it, your training data should be in PASCAL_VOC_rectangles or KITTI_rectangles metadata format. Hope this helps A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

@alinaf I totally agree with you. It should work. What version of ArcGIS Pro are you using? Can you share your .shp (with just one feature in it) I can test it at my end to see if there is any software issue. Thanks in advance for your help. A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

@EtienneLaliberté @AndresMoreno Have you been able to fix this issue? If not, can you try with a small threshold e.g. 0.1 and see with this, you can get any objects detected? Hope this helps A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

Hi @seisn, I am not sure if it's the quality of the model or something else. You can review the model quality in the model_metrics.html report. As a test, 1. you could try to set your threshold really low e.g. 0.1 and see if there is any output 2. use one of your training samples as in put. Hope this helps A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

@RichardDaniels please see my response on this thread - https://community.esri.com/t5/arcgis-pro-questions/export-training-data-for-deep-learning-performance/m-p/1130149 A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

@ChelsGIS please see the attached pdf for detailed steps for a pixel classification workflow (it will be available at v3.2 release). but this is how do you create multiple classes Right-click the schema you created, and choose Add New Class. you will have something like the following. I hope this helps. A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related issues/questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

‎09-22-2023

@AdityaS are you still experiencing this issue? if yes, is it possible for your to share the model and ArcGIS Pro version? A side note: We have an ArcGIS Image Analyst dedicated community and here you might get response sooner on imagery related questions. Cheers! Pavan Yadav | Product Engineer - Imagery and AI Esri | 380 New York | Redlands, 92373 | USA https://www.linkedin.com/in/pavan-yadav-1846606/

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My Ideas

Latest Contributions by PavanYadav

Re: Deep Learning Workflow Suggestions

Re: Automating Classify Objects Using Deep Learning Error

Re: Export Training Data for Deep Learning performance

Re: Image Analyst Deep Learning Using Multiple GPUs

Re: Distributed GPU deep learning training in Windows

Re: Train deep learning model in multiple GPUs for Python API

Re: The format of esri_accumulated_stats.json

Re: Fine tunning a pretrained model in ArcGIS Pro

Re: Failed to run "Train deep learning model" using dlpk

Re: Error 000308 Invalid Field Type in Class Value Field of Deep Learning

Re: Detect objects with deep learning - no features predicted

Re: Deep learning - Detect Objects - all run fine but not object is detected

Re: Export Training Data For Deep Learning Hangs at 100%

Re: Classify Pixels Using Deep Learning - Classify multiple classes

Re: Error in Detect Object Using Deep Learning Model

Re: ERROR WHEN TRAINING DEEP MODEL

Re: Classify Objects Using Deep Learning - Unexpec...

Re: Detect Objects using Deep Learning Error When ...

Re: Train Deep Learning Model, Error 032659

Re: Failed to run "Train deep learning model" usin...