https://community.esri.com/t5/arcgis-reality-for-arcgis-pro-ideas/quot-few-shot-quot-magic-wand-for-deep-learning/idi-p/1674079 <P>I would like to see a "Magic Wand" tool for imagery that uses "few-shot" learning. This would allow users to identify features in satellite or drone imagery without needing hundreds of training samples.</P><P>Use Case / Workflow:</P><UL><LI><P>Current Workflow: To find swimming pools in a city, I have to digitize 200+ training samples, run a training tool for hours, and then run an inference tool.</P></LI><LI><P>Proposed Workflow: I click on 3 pools. The AI scans the current map extent and highlights all similar pixels. I click "Reject" on a blue rooftop it mistakenly identified, and the model refines itself instantly.</P></LI></UL> Thu, 18 Dec 2025 20:43:14 GMT VenkataKondepati 2025-12-18T20:43:14Z https://community.esri.com/t5/arcgis-reality-for-arcgis-pro-ideas/quot-few-shot-quot-magic-wand-for-deep-learning/idi-p/1674079 <P>I would like to see a "Magic Wand" tool for imagery that uses "few-shot" learning. This would allow users to identify features in satellite or drone imagery without needing hundreds of training samples.</P><P>Use Case / Workflow:</P><UL><LI><P>Current Workflow: To find swimming pools in a city, I have to digitize 200+ training samples, run a training tool for hours, and then run an inference tool.</P></LI><LI><P>Proposed Workflow: I click on 3 pools. The AI scans the current map extent and highlights all similar pixels. I click "Reject" on a blue rooftop it mistakenly identified, and the model refines itself instantly.</P></LI></UL> Thu, 18 Dec 2025 20:43:14 GMT https://community.esri.com/t5/arcgis-reality-for-arcgis-pro-ideas/quot-few-shot-quot-magic-wand-for-deep-learning/idi-p/1674079 VenkataKondepati 2025-12-18T20:43:14Z