Regression on Energy Consumption (%R^2)
145.1R^2 (%)GPS2Vec
Evaluation results
| Method | Links | |
|---|---|---|
| GPS2VecEvaluation Protocol=MLP, Data Source=tag2025.10 | 145.1 | |
| GPS2VecPre-training Data=tag, Evaluation Protocol=coordinate-only2025.10 | 22.3 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=tag2025.10 | 22.3 | |
| GPS2VecEvaluation Protocol=MLP, Data Source=visual2025.10 | 22.3 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=MP-162025.10 | 20.3 | |
| UrbanFusionPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 20.1 | |
| UrbanFusionEvaluation Protocol=Linear2025.10 | 20.1 | |
| PDFMPre-training Data=visual, Evaluation Protocol=coordinate-only2025.10 | 20 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=visual2025.10 | 20 | |
| UrbanFusionEvaluation Protocol=MLP2025.10 | 19.9 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 19.1 | |
| GeoCLIPPre-training Data=MP-16, Evaluation Protocol=coordinate-only2025.10 | 18.7 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=MP-162025.10 | 18.7 | |
| GeoCLIPPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 18.5 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 18.5 | |
| GAIRPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 18.4 | |
| GAIREvaluation Protocol=Linear2025.10 | 18.4 | |
| IdentityEvaluation Protocol=MLP, Variant=y ~ g(c)2025.10 | 15.5 | |
| GAIREvaluation Protocol=MLP2025.10 | 13.4 | |
| CSPEvaluation Protocol=MLP, Data Source=iNat2025.10 | 11.7 | |
| CSPEvaluation Protocol=MLP, Data Source=FMoW2025.10 | 11.4 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 11.2 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 11 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 10.8 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 10.4 | |
| SatCLIP L40Pre-training Data=S2-100K, Evaluation Protocol=coordinate-only2025.10 | 3.3 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 3.3 | |
| SatCLIP L40Pre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 2.6 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 2.6 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 2.5 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 2.5 | |
| CSPEvaluation Protocol=Linear, Data Source=iNat2025.10 | 1.7 | |
| CSPEvaluation Protocol=Linear, Data Source=FMoW2025.10 | 1.6 | |
| IdentityPre-training Data=y ~ g(c), Evaluation Protocol=coordinate-only2025.10 | 1.5 | |
| IdentityEvaluation Protocol=Linear, Variant=y ~ g(c)2025.10 | 1.5 |