Abstract: Approaches to facilitating geospatial-curve-based geolocation of media items are provided. In certain implementations, one or more model curves may be generated based on modeling information associated with one or more locations. A geospatial curve associated with a geographic media item may be transformed based on one or more criteria. The one or more criteria may, for example, include a width of the geospatial curve, an angular size associated with a measuring unit of the one or more model curves, a focal length associated with the geographic media item, or other criteria. The transformed geospatial curve may be a non-polygonal geospatial curve. The transformed geospatial curve may be compared with one or more segments of the one or more model curves. Location information associated with the geographic media item may be determined based on the comparison of the transformed geospatial curve with the one or more segments.