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PEP2026: Water Segmentation Project for CO Eagle River near Minturn

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Type:	Resource
Storage:	The size of this resource is 15.0 MB
Created:	Mar 10, 2026 at 11:23 p.m. (UTC)
Last updated:	Mar 10, 2026 at 11:58 p.m. (UTC)
Citation:	See how to cite this resource

Sharing Status:	Public
Views:	603
Downloads:	74
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Abstract

This resource is the end product of my project work at the Pixels to Enviro Patterns 2026 workshop, hosted at the University of Nebraska - Lincoln.

For this project, I extracted 3 images per day from 09-05-2025 to 02-20-2026 from GRIME-AI at the USGS site CO Eagle River near Minturn. Using the CVAT annotation tool, I then annotated 15 images spread out at even intervals across that time period for the presence of water, earth, sky, snow, and human infrastructure. I attempted to train GRIME-AI to detect the presence of water in the river by using this annotated set of data to train a water detection model. Finally, I applied the model to the entire initial set of images I extracted and used GRIME-AI's image segmentation tool to produce masks identifying where water was present in each image.

The resource contains all fifteen images I used to train the model with, the file containing my annotations, and a selection of masks demonstrating the output of the model.

This material is based in part upon work supported by the United States Geological Survey.

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Coverage

Spatial

Coordinate System/Geographic Projection:

WGS 84 EPSG:4326

Coordinate Units:

Decimal degrees

Place/Area Name:

Eagle River near Minturn

North Latitude

39.5600°

East Longitude

-106.3869°

South Latitude

39.5501°

West Longitude

-106.4139°

Temporal

Start Date:
End Date:

Content

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Related Resources

This resource belongs to the following collections:

Title	Owners	Sharing Status	My Permission
PEP2026: GRIME AI Data and Products for the Pixels to Environmental Patterns Workshop	Troy Gilmore · Nawaraj Shrestha · John Stranzl Jr. · Zach Nickerson	Public & Shareable	Open Access

How to Cite

Mosor, C. (2026). PEP2026: Water Segmentation Project for CO Eagle River near Minturn, HydroShare, http://www.hydroshare.org/resource/298c1349954044399bda3f1add58d71d

This resource is shared under the Creative Commons Attribution CC BY.

http://creativecommons.org/licenses/by/4.0/

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