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EfficientNet-B0 GPS localization model - 56.26m average error on Penn campus
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metadata
language: en
license: apache-2.0

EfficientNet-B0 GPS Localization for Penn Campus

This model predicts GPS coordinates (latitude/longitude) from images taken on the University of Pennsylvania campus.

Model Details

  • Architecture: EfficientNet-B0
  • Input Size: 224x224 pixels
  • Output: 2 values (latitude, longitude)
  • Training Data: 980 images from Penn campus
  • Test Performance: 56.26 meters average error

Performance

  • Average Haversine Distance: 56.26 meters
  • Median Haversine Distance: 55.42 meters

Normalization Stats

  • Latitude Mean: 39.951525, Std: 0.000652
  • Longitude Mean: -75.191400, Std: 0.000598