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StreetCLIP

geolocal

StreetCLIP is a robust foundation model for open-domain image geolocalization and other geographic and climate-related tasks. Trained on an original dataset of 1.1 million street-level urban and rural geo-tagged images, it achieves state-of-the-art performance on multiple open-domain image geolocalization benchmarks in zero-shot, outperforming supervised models trained on millions of images. StreetCLIP is a model pretrained by deriving image captions synthetically from image class labels using a domain-specific caption template. This allows StreetCLIP to transfer its generalized zero-shot learning capabilities to a specific domain (i.e. the domain of image geolocalization). StreetCLIP builds on the OpenAI's pretrained large version of CLIP ViT, using 14x14 pixel patches and images with a 336 pixel side length.

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