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ResearchFormerly WizWand

Regression on Urban Perception avg. 6 tasks

19.2R2 ScoreGeoCLIP
0.5845.41710.2515.083Oct 15, 2025
Updated 5mo ago

Evaluation results

MethodLinks
GeoCLIPTraining Dataset=MP-16, Modality=tag2025.1019.2
GeoCLIP (MP-16)Evaluation Protocol=Linear2025.1019.2
UrbanFusionTraining Dataset=PP2-M2025.1018.8
UrbanFusionEvaluation Protocol=Linear2025.1018.8
GAIRTraining Dataset=PP2-M2025.1017.4
GAIREvaluation Protocol=Linear2025.1017.4
GeoCLIPTraining Dataset=PP2-M2025.1015.5
GeoCLIP (PP2-M)Evaluation Protocol=Linear2025.1015.5
UrbanFusionEvaluation Protocol=MLP2025.1013.8
GeoCLIP (MP-16)Evaluation Protocol=MLP2025.1013.4
SatCLIP_L10 (S2-100K)Evaluation Protocol=Linear2025.109.6
SatCLIP L40Training Dataset=S2-100K2025.109.5
SatCLIP L40Training Dataset=MP-16, Modality=visual2025.109.5
SatCLIP_L10 (PP2-M)Evaluation Protocol=Linear2025.109.5
SatCLIP_L40 (PP2-M)Evaluation Protocol=Linear2025.109.5
SatCLIP_L40 (S2-100K)Evaluation Protocol=Linear2025.109.5
UrbanFusionPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.109.5
UrbanFusionEvaluation Protocol=Linear2025.109.5
SatCLIP_L10 (S2-100K)Evaluation Protocol=MLP2025.108.9
SatCLIP_L10 (PP2-M)Evaluation Protocol=MLP2025.108.7
GeoCLIPPre-training Data=MP-16, Evaluation Protocol=coordinate-only2025.108.1
GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=MP-162025.108.1
GeoCLIPPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.108
GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.108
SatCLIP_L40 (S2-100K)Evaluation Protocol=MLP2025.107.9
GAIRPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.107.8
GAIREvaluation Protocol=Linear2025.107.8
SatCLIP_L40 (PP2-M)Evaluation Protocol=MLP2025.107
GAIREvaluation Protocol=MLP2025.106.4
GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=MP-162025.106.2
SatCLIP L40Pre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.106.1
SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.106.1
SatCLIP L40Pre-training Data=S2-100K, Evaluation Protocol=coordinate-only2025.105.7
SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.105.7
UrbanFusionEvaluation Protocol=MLP2025.105.5
SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.105.3
SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.105.2
CSP (FMoW)Evaluation Protocol=Linear2025.104.8
CSP (iNat)Evaluation Protocol=Linear2025.104.8
GeoCLIP (PP2-M)Evaluation Protocol=MLP2025.104.8
CSPEvaluation Protocol=Linear, Data Source=FMoW2025.104.8
CSPEvaluation Protocol=Linear, Data Source=iNat2025.104.8
GAIREvaluation Protocol=MLP2025.104.7
SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.104.7
GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.104.6
CSP (FMoW)Evaluation Protocol=MLP2025.104.2
SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.104.2
CSPEvaluation Protocol=MLP, Data Source=FMoW2025.104.2
Identity y ~ g(c)Evaluation Protocol=MLP2025.103.9
IdentityEvaluation Protocol=MLP, Variant=y ~ g(c)2025.103.9
CSP (iNat)Evaluation Protocol=MLP2025.103.8
SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.103.8
CSPEvaluation Protocol=MLP, Data Source=iNat2025.103.8
SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.103.7
IdentityEquation=y ∼ g(c)2025.101.3
Identity y ~ g(c)Evaluation Protocol=Linear2025.101.3
IdentityPre-training Data=y ~ g(c), Evaluation Protocol=coordinate-only2025.101.3
IdentityEvaluation Protocol=Linear, Variant=y ~ g(c)2025.101.3