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Models/GeoCLIP

GeoCLIP

Reported on 32 benchmarks across 3 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision15 results

Image ClassificationonIm2GPS3k
Street level (1 km)· 2023-09-27
14.1
best: 18.79 (GeoRanker)
SOTA
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonYFCC26k
Street level (1 km)· 2023-09-27
11.6
SOTA
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonIm2GPS3k
City level (25 km)· 2023-09-27
34.5
best: 45.05 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonIm2GPS3k
Continent level (2500 km)· 2023-09-27
83.8
best: 89.29 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonIm2GPS3k
Country level (750 km)· 2023-09-27
69.7
best: 76.31 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonIm2GPS3k
Region level (200 km)· 2023-09-27
50.7
best: 61.49 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonYFCC26k
City level (25 km)· 2023-09-27
22.2
best: 25.8 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonYFCC26k
Continent level (2500 km)· 2023-09-27
76
best: 79 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonYFCC26k
Country level (750 km)· 2023-09-27
57.5
best: 63.2 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonYFCC26k
Region level (200 km)· 2023-09-27
36.7
best: 42.7 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonGWS15k
City level (25 km)· 2023-09-27
3.1
best: 9.2 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonGWS15k
Continent level (2500 km)· 2023-09-27
74.1
best: 85.1 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonGWS15k
Country level (750 km)· 2023-09-27
45.7
best: 65.7 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonGWS15k
Region level (200 km)· 2023-09-27
16.9
best: 31.2 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
Image ClassificationonGWS15k
Street level (1 km)· 2023-09-27
0.6
best: 0.7 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020

Graphs15 results

4K 60FpsonIm2GPS3k
Street level (1 km)· 2023-09-27
14.1
best: 18.79 (GeoRanker)
SOTA
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonYFCC26k
Street level (1 km)· 2023-09-27
11.6
SOTA
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonIm2GPS3k
City level (25 km)· 2023-09-27
34.5
best: 45.05 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonIm2GPS3k
Continent level (2500 km)· 2023-09-27
83.8
best: 89.29 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonIm2GPS3k
Country level (750 km)· 2023-09-27
69.7
best: 76.31 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonIm2GPS3k
Region level (200 km)· 2023-09-27
50.7
best: 61.49 (GeoRanker)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonYFCC26k
City level (25 km)· 2023-09-27
22.2
best: 25.8 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonYFCC26k
Continent level (2500 km)· 2023-09-27
76
best: 79 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonYFCC26k
Country level (750 km)· 2023-09-27
57.5
best: 63.2 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonYFCC26k
Region level (200 km)· 2023-09-27
36.7
best: 42.7 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonGWS15k
City level (25 km)· 2023-09-27
3.1
best: 9.2 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonGWS15k
Continent level (2500 km)· 2023-09-27
74.1
best: 85.1 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonGWS15k
Country level (750 km)· 2023-09-27
45.7
best: 65.7 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonGWS15k
Region level (200 km)· 2023-09-27
16.9
best: 31.2 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
4K 60FpsonGWS15k
Street level (1 km)· 2023-09-27
0.6
best: 0.7 (PIGEOTTO)
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020

Miscellaneous2 results

GPS EmbeddingsonGeo-Tagged NUS-WIDE (GPS + Visual)
mAP· 2023-09-27
0.362
SOTA
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020
GPS EmbeddingsonGeo-Tagged NUS-WIDE (GPS Only)
mAP· 2023-09-27
0.249
SOTA
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization arXiv:2309.16020