In an era where data is often described as the "new oil," location context is its most valuable refinery. Every day, billions of images are captured by smartphones, drones, satellites, and security cameras. However, without a reliable way to link these pixels to a physical place on Earth, most of that visual data remains geographically mute. This is where GeoIMGR (Geographic Image Metadata for Georeferencing and Recognition) enters the scene.