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Image Geolocation on Im2GPS (test)

82.3Success Rate (Country 750km)PIGEON
11.16429.63248.166.568Feb 17, 2016Oct 29, 2017Jul 12, 2019Mar 23, 2021Dec 4, 2022Aug 15, 2024Apr 28, 2026

Evaluation results

MethodLinks
PIGEON2026.0482.314.840.963.391.1————
GeoDecoder2023.038022.150.26989.1————
DualGeo2026.0478.923.252.3265.489.87————
TransLocator2022.0475.619.948.164.686.7————
Translocator2023.0375.619.948.164.686.7————
Translocator2026.0475.619.848.164.686.7————
ViT-MTre-implemented by=current authors2022.0474.518.246.462.185.2————
SEERData=IG-1B, Arch.=RG-128Gf2022.0273.41642.654.983.5————
SEERData=IG-1B, Arch.=RG-256Gf2022.027315.243.958.383.5————
SwaVData=INet-1K, Arch.=RG-128Gf2022.0272.215.642.654.983.5————
ISNS2021.0266.716.94351.980.2————
ISNs+HSSCNotes=with hierarchical and scene set classification2022.0266.716.94351.980.2————
ISNsvariant=(M, f*, S3)2022.0466.716.94351.980.2————
ISNsmode=M, f*, S3, recreation=true2023.0366.716.94351.980.2————
ISNs2026.0466.716.94351.980.2————
ISNsvariant=(M, f, S3), re-implemented by=[47]2022.0466.216.542.251.981————
ISNsmode=M, f, S32023.0366.216.542.251.981————
ISNs2022.0265.815.639.248.978.5————
ISNs+HSCNotes=using hierarchical classification2022.0265.415.240.951.578.5————
PlaNet (reproduced)Method category=Classifier, Status=reproduced2018.0864.61131.237.681.923.626.635.430.5
PlaNetArchitecture=Updated version with improved architecture2017.04641131.751.177.6————
CPlaNetMethod category=Classifier, Branches=1-52018.0862.41636.746.478.529.133.339.742.2
CPlaNetMethod category=Classifier, Branches=1-5, PlaNet2018.086216.537.146.478.529.133.840.542.6
CPlaNet2021.026216.537.146.478.5————
CLIPevaluation protocol=nearest-neighbor regression, reference images=1 million2021.026213.932.94379.3————
CPlaNet2022.026216.537.146.478.5————
CPlaNetre-implemented by=[47]2022.046216.537.146.478.5————
CPlaNet2023.036216.537.146.478.5————
CPlaNet2026.046216.537.146.478.3————
Deep-Ret+Method category=Retrieval2018.0861.614.433.347.773.4————
Deep-Ret+2021.0261.614.433.347.773.4————
Deep-Ret+2022.0261.614.433.347.773.4————
[L]kNNsigma=42022.0461.614.433.347.773.4————
[L]kNNsigma=42023.0361.614.433.347.773.4————
CPlaNetMethod category=Classifier, Branches=1-22018.0860.814.835.443.980.228.731.637.640.9
PlaNet MobileNetBackbone=MobileNet2017.0460.311.431.745.279.3————
SupervisedData=INet-1K, Arch.=RG-128Gf2022.0260.313.534.245.672.2————
Deep-RetMethod category=Retrieval2018.0857.412.233.344.371.3————
MvMF2022.0457.28.432.639.480.2————
MvMF2023.0357.28.432.639.480.2————
PlaNet2016.0253.68.424.537.671.3————
PlaNetMethod category=Classifier2018.0853.68.424.537.671.31921.527.830.4
PlaNet2021.0253.68.424.537.671.3————
PlaNet2022.0253.68.424.537.671.3————
PlaNet2022.0453.68.424.537.671.3————
PlaNet2023.0353.68.424.537.671.3————
PlaNet2026.0453.68.424.537.671.3————
Deep-ClsMethod category=Classifier2018.0849.46.821.934.663.7————
Im2GPS (new)2016.0235.42.521.932.151.9————
Im2GPS [2]Method category=Retrieval2018.0835.42.521.932.151.912.216.925.328.7
Im2GPS2017.0435.42.521.932.151.9————
Im2GPS (orig)2016.0223—121547————
Im2GPS [1]Method category=Retrieval2018.0823—121547————
Human2022.0213.9——3.839.3————
Human2022.0413.9—3.8—39.3————
Human2023.0313.9——3.839.3————