ML4WX

Observations & remote sensing

Near Real-time Map Building with Multi-class Image Set Labeling and Classification of Road Conditions Using Convolutional Neural Networks

Sheela Ramanna, Cenker Sengoz, Scott D. Kehler, Dat Pham

Applied Artificial Intelligence ·

PaperPDF

In one sentence. EfficientNet classifies road surface conditions from street and highway camera images into five classes at 90.6% validation accuracy, complementing station-based road weather data.

Labels

Topic
Observations & remote sensing
Type
Application study
Method
CNN / U-Net
Domain
Regional
Data
Other
Status
Research
Identifiers
DOI:10.1080/08839514.2021.1935590 OpenAlex:W3172032788
Added
2026-10-22

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