Chipoint is a SOTA geolocation model that is open-weight and currently beats the published frontier closed-weight model (Pinpoint, June 2026) and beats all models on the OSV-5M bench.
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Chipoint — OSV-5M benchmark
OSV-5M test set (210,122 images). Acc@Xkm is the share of predictions within X km. GeoScore is 5000·exp(-d/1492.7), higher is better.
Model
@25km
@200km
@750km
@2500km
GeoScore
Mean err
OSV-5M Baseline
–
–
–
–
3361
1814 km
GeoCLIP
21.5
52.1
72.1
–
–
–
GRE
9.7
35.6
72.5
91.1
–
1192 km
LocDiff
11.0
46.3
77.0
88.2
–
–
RFM (S2S)
–
–
–
–
3767
1069 km
HierLoc
–
–
–
–
3963
861 km
Pinpoint (retrieval only)
32.1
65.6
82.8
92.8
4035
784 km
Pinpoint (full)
35.6
67.5
83.7
93.2
4114
743 km
Chipoint
37.63
70.56
84.94
93.36
4174
716 km
Chipoint's median error is 51 km. Baseline numbers are as reported in the OSV-5M (CVPR 2024), HierLoc (arXiv 2601.23064), and Pinpoint (arXiv 2606.04133) papers. Blank cells are metrics a given method does not report on OSV-5M. OSV-5M Baseline, RFM, and HierLoc report administrative accuracy plus GeoScore/mean rather than distance thresholds, so they compare only on the GeoScore and mean-error columns.
Country / region (OSV-5M): Chipoint reaches country ≈ 85.6%, region / admin-1 ≈ 61.7% (from reverse-geocoding the predictions, approximate vs exact admin boundaries). For reference, at admin level Pinpoint reports Country 84.8% / Region 59.1% and HierLoc 82.9% / 55.0%. Our figures use nearest-place geocoding rather than exact polygons, so treat that comparison as indicative.
IMPORTANT
Chipoint could not compare itself on other benchmarks other than OSV-5M due to several factors. Benchmarks such as im2gps, im2gps3k, YFCC4k, and GWS15k are either private or unretrivable.
Running the model
Instructions on how to run Chipoint locally are located in the RUN_GUIDE.md file.
when the hell is chipoint 2 coming out??
its in progress! we are cooking at chiikabu labs, and if youd like to accelerate chipoint 2's progress, feel free to contact me on discord! (username is "fourlatte")
