Photo geolocation estimation
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Benchmarks
Most implemented
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization
Geolocating Earth Imagery from ISS: Integrating Machine Learning with Astronaut Photography for Enhanced Geographic Mapping
Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation
G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models
OpenStreetView-5M: The Many Roads to Global Visual Geolocation
PIGEON: Predicting Image Geolocations
Papers
GeoRanker: Distance-Aware Ranking for Worldwide Image Geolocalization
Worldwide image geolocalization-the task of predicting GPS coordinates from images taken anywhere on Earth-poses a fundamental challenge due to the vast diversity in visual content across regions. While recent approaches…
DiversityPhoto geolocation estimationGeolocating Earth Imagery from ISS: Integrating Machine Learning with Astronaut Photography for Enhanced Geographic Mapping
This paper presents a novel approach to geolocating images captured from the International Space Station (ISS) using advanced machine learning algorithms. Despite having precise ISS coordinates, the specific Earth locati…
Deep LearningEarth Observationgeo-localizationImage Rescaling+4Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation
Global visual geolocation predicts where an image was captured on Earth. Since images vary in how precisely they can be localized, this task inherently involves a significant degree of ambiguity. However, existing approa…
DenoisingPhoto geolocation estimationregressionG3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models
Worldwide geolocalization aims to locate the precise location at the coordinate level of photos taken anywhere on the Earth. It is very challenging due to 1) the difficulty of capturing subtle location-aware visual seman…
Photo geolocation estimationRAGRetrievalRetrieval-augmented GenerationOpenStreetView-5M: The Many Roads to Global Visual Geolocation
Determining the location of an image anywhere on Earth is a complex visual task, which makes it particularly relevant for evaluating computer vision algorithms. Yet, the absence of standard, large-scale, open-access data…
Photo geolocation estimationGeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization
Worldwide Geo-localization aims to pinpoint the precise location of images taken anywhere on Earth. This task has considerable challenges due to immense variation in geographic landscapes. The image-to-image retrieval-ba…
Contrastive Learninggeo-localizationGPS EmbeddingsImage Retrieval+2