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HIVIS Hydro-Haze Dataset: Diffusion-Leveraged GAN Dehazing Driven by Classification


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Created: Nov 03, 2025 at 7:39 p.m. (UTC)
Last updated: Jan 20, 2026 at 6:02 p.m. (UTC) (Metadata update)
Published date: Jan 20, 2026 at 6:02 p.m. (UTC)
DOI: 10.4211/hs.2aca7bf88a944b86af4cd4c4b01bed71
Citation: See how to cite this resource
Content types: CSV Content 
Sharing Status: Published
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Abstract

The USGS operates a nationwide network of ground-based cameras, where the collected images are stored in the cloud-based National Imagery Management System (https://api.waterdata.usgs.gov/docs/nims) and made available to the public through the Hydrologic Imagery Visualization and Information System (https://apps.usgs.gov/hivis) These cameras are colocated with USGS streamgage stations. As of January 2025, the network comprises approximately 830 cameras strategically distributed across major watersheds in the contiguous U.S., Alaska, the Caribbean, and the South Pacific regions. The cameras in Alaska are exposed to harsh weather conditions, which frequently degrade images, particularly due to haze. This degradation leads to data loss over multiple days at certain stations, especially those with a daily image upload frequency. In total, 6,587 images were collected from nine stations between October 1st, 2022, and October 20th, 2024. The dataset comprises 6,405 haze-free, 105 hazy, and 77 corrupted images.

Subject Keywords

Coverage

Spatial

Coordinate System/Geographic Projection:
WGS 84 EPSG:4326
Coordinate Units:
Decimal degrees
Place/Area Name:
Alaska
North Latitude
71.0000°
East Longitude
-141.0000°
South Latitude
51.0000°
West Longitude
-170.0000°

Temporal

Start Date:
End Date:

Content

Credits

Funding Agencies

This resource was created using funding from the following sources:
Agency Name Award Title Award Number
NOAA None NA22NWS4320003

How to Cite

Henein, M., M. Ayyad, M. Temimi (2026). HIVIS Hydro-Haze Dataset: Diffusion-Leveraged GAN Dehazing Driven by Classification, HydroShare, https://doi.org/10.4211/hs.2aca7bf88a944b86af4cd4c4b01bed71

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

http://creativecommons.org/licenses/by/4.0/
CC-BY

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