ISNs (M, f*, S3)

Reported on 42 benchmarks across 2 tasks

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

Computer Vision21 results

Image ClassificationonIm2GPS3k
City level (25 km)
28
best: 45.05 (GeoRanker)
Image ClassificationonIm2GPS3k
Continent level (2500 km)
66
best: 89.29 (GeoRanker)
Image ClassificationonIm2GPS3k
Country level (750 km)
49.7
best: 76.31 (GeoRanker)
Image ClassificationonIm2GPS3k
Region level (200 km)
36.6
best: 61.49 (GeoRanker)
Image ClassificationonIm2GPS3k
Street level (1 km)
10.5
best: 18.79 (GeoRanker)
Image ClassificationonIm2GPS
City level (25 km)
43
Image ClassificationonIm2GPS
Continent level (2500 km)
80.2
best: 91.1 (PIGEOTTO)
Image ClassificationonIm2GPS
Country level (750 km)
66.7
best: 82.3 (PIGEOTTO)
Image ClassificationonIm2GPS
Reference images
0
Image ClassificationonIm2GPS
Region level (200 km)
51.9
best: 63.3 (PIGEOTTO)
Image ClassificationonIm2GPS
Street level (1 km)
16.9
Image ClassificationonYFCC26k
City level (25 km)
12.3
best: 25.8 (PIGEOTTO)
Image ClassificationonYFCC26k
Continent level (2500 km)
50.7
best: 79 (PIGEOTTO)
Image ClassificationonYFCC26k
Country level (750 km)
31.9
best: 63.2 (PIGEOTTO)
Image ClassificationonYFCC26k
Region level (200 km)
19
best: 42.7 (PIGEOTTO)
Image ClassificationonYFCC26k
Street level (1 km)
5.3
best: 11.6 (GeoCLIP)
Image ClassificationonGWS15k
City level (25 km)
0.6
best: 9.2 (PIGEOTTO)
Image ClassificationonGWS15k
Continent level (2500 km)
38.5
best: 85.1 (PIGEOTTO)
Image ClassificationonGWS15k
Country level (750 km)
15.5
best: 65.7 (PIGEOTTO)
Image ClassificationonGWS15k
Region level (200 km)
4.2
best: 31.2 (PIGEOTTO)
Image ClassificationonGWS15k
Street level (1 km)
0.05
best: 0.7 (PIGEOTTO)

Graphs21 results

4K 60FpsonIm2GPS3k
City level (25 km)
28
best: 45.05 (GeoRanker)
4K 60FpsonIm2GPS3k
Continent level (2500 km)
66
best: 89.29 (GeoRanker)
4K 60FpsonIm2GPS3k
Country level (750 km)
49.7
best: 76.31 (GeoRanker)
4K 60FpsonIm2GPS3k
Region level (200 km)
36.6
best: 61.49 (GeoRanker)
4K 60FpsonIm2GPS3k
Street level (1 km)
10.5
best: 18.79 (GeoRanker)
4K 60FpsonIm2GPS
City level (25 km)
43
4K 60FpsonIm2GPS
Continent level (2500 km)
80.2
best: 91.1 (PIGEOTTO)
4K 60FpsonIm2GPS
Country level (750 km)
66.7
best: 82.3 (PIGEOTTO)
4K 60FpsonIm2GPS
Reference images
0
4K 60FpsonIm2GPS
Region level (200 km)
51.9
best: 63.3 (PIGEOTTO)
4K 60FpsonIm2GPS
Street level (1 km)
16.9
4K 60FpsonYFCC26k
City level (25 km)
12.3
best: 25.8 (PIGEOTTO)
4K 60FpsonYFCC26k
Continent level (2500 km)
50.7
best: 79 (PIGEOTTO)
4K 60FpsonYFCC26k
Country level (750 km)
31.9
best: 63.2 (PIGEOTTO)
4K 60FpsonYFCC26k
Region level (200 km)
19
best: 42.7 (PIGEOTTO)
4K 60FpsonYFCC26k
Street level (1 km)
5.3
best: 11.6 (GeoCLIP)
4K 60FpsonGWS15k
City level (25 km)
0.6
best: 9.2 (PIGEOTTO)
4K 60FpsonGWS15k
Continent level (2500 km)
38.5
best: 85.1 (PIGEOTTO)
4K 60FpsonGWS15k
Country level (750 km)
15.5
best: 65.7 (PIGEOTTO)
4K 60FpsonGWS15k
Region level (200 km)
4.2
best: 31.2 (PIGEOTTO)
4K 60FpsonGWS15k
Street level (1 km)
0.05
best: 0.7 (PIGEOTTO)