Regression on ZIP Code (test)
55.1High Cholesterol ScorePDFM
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PDFMInput Modality=Google2025.10 | 55.1 | 88.5 | 84.7 | 85.4 | 92 | 93 | 62.1 | 86.8 | 66.8 | 74.8 | 82.7 | 65.8 | 86.2 | 92.2 | 85.9 | 83.4 | 82.8 | 74.3 | 80.6 | 87.3 | 54.1 | 79.3 | 66.2 | 81.1 | 74 | 62.6 | 65.7 | 69.9 | 97.9 | 47.8 | 72.8 | 74 | — | — | |
| PDFMModality=Google2025.10 | 55.1 | 88.5 | 84.7 | 85.4 | 92 | 93 | 62.1 | 86.8 | 66.8 | 74.8 | 82.7 | 65.8 | 86.2 | 92.2 | 85.9 | 83.4 | 82.8 | 74.3 | 80.6 | 87.3 | 54.1 | 79.3 | 66.2 | 81.1 | 74 | 62.6 | 65.7 | 69.9 | 97.9 | 47.8 | 72.8 | — | — | 74 | |
| UrbanFusionPre-training Dataset=PP2-M2025.10 | 52.9 | 82.8 | 72.1 | 70.5 | 83.8 | 84.2 | 44.2 | 78.6 | 66.6 | 62.1 | 66.4 | 54.7 | 79.9 | 83.3 | 80.7 | 79.7 | 72.5 | 60.1 | 75.4 | 78.2 | 31.2 | 69.5 | 56.9 | 78 | 75.7 | 67.1 | 67.7 | 69.1 | 99.3 | 74.3 | 86.8 | — | — | 75.1 | |
| SatCLIPArchitecture Variant=L40, Pre-training Dataset=S2-100K2025.10 | 52.5 | 70.5 | 61.2 | 50.1 | 67.7 | 81.9 | 44.7 | 71.3 | 30.4 | 62.2 | 57.2 | 54.3 | 71.4 | 75.5 | 69.3 | 61.6 | 62.3 | 57.3 | 68.4 | 55.6 | 15.8 | 59.1 | 39.3 | 76.4 | 75.9 | 63.1 | 43.1 | 59.6 | 99.8 | 75.7 | 87.8 | — | — | 68.8 | |
| UrbanFusion2025.10 | 51.4 | 80.5 | 71.8 | 68.9 | 82.4 | 85.6 | 48.6 | 72.2 | 69 | 65.5 | 67.2 | 57.6 | 74.8 | 81 | 77.3 | 80 | 72.7 | 60.1 | 72.4 | 79.3 | 42.8 | 69.6 | 62.9 | 81.4 | 74.8 | 60.1 | 66.6 | 69.2 | 99.6 | 68.8 | 84.2 | 74.3 | — | — | |
| GAIR2025.10 | 51.2 | 79.3 | 64.8 | 73.7 | 79.7 | 81.7 | 43.3 | 75.3 | 41.3 | 59.4 | 59.8 | 56.9 | 77.2 | 80.9 | 76.4 | 70.8 | 65.3 | 53.3 | 70.4 | 59.9 | 16.4 | 63.7 | 41.1 | 77.5 | 76.1 | 64.1 | 48.8 | 61.5 | 99.5 | 73.2 | 86.4 | — | — | 70.5 | |
| SatCLIPArchitecture Variant=L10, Pre-training Dataset=S2-100K2025.10 | 50.5 | 72 | 61 | 49.9 | 69.9 | 81.9 | 44.4 | 70.7 | 35.3 | 62.1 | 55.5 | 54.5 | 71.1 | 73.2 | 66.6 | 57.9 | 62.6 | 56 | 67.1 | 60.6 | 21.1 | 59.2 | 41.5 | 75.5 | 77.1 | 64.8 | 46.5 | 61.1 | 99.8 | 76.1 | 87.9 | — | — | 69.4 | |
| GeoCLIPPre-training Dataset=PP2-M2025.10 | 50.2 | 81 | 68.7 | 76.3 | 82.2 | 84.7 | 42.4 | 79 | 45 | 63.8 | 63.9 | 50.2 | 78.6 | 83 | 77.8 | 73.1 | 70.5 | 55.7 | 68.9 | 75 | 18.3 | 66.1 | 54.9 | 77.5 | 73.6 | 56.8 | 57.2 | 64 | 99.7 | 60.1 | 79.9 | — | — | 70 | |
| SatCLIPArchitecture Variant=L40, Pre-training Dataset=PP2-M2025.10 | 50.2 | 76.3 | 66.9 | 69.5 | 74.2 | 81.1 | 40.3 | 76.9 | 44.3 | 65.9 | 58.3 | 51.6 | 72.2 | 77.9 | 73.6 | 62.5 | 68.9 | 56.3 | 70.9 | 64.5 | 17.4 | 62.8 | 42.3 | 73.3 | 77.2 | 58.4 | 47.8 | 59.8 | 99.8 | 73 | 86.4 | — | — | 69.7 | |
| SatCLIPArchitecture Variant=L10, Pre-training Dataset=PP2-M2025.10 | 49.7 | 72 | 59.4 | 66.2 | 70.5 | 80.7 | 46.2 | 69.1 | 40.3 | 63.2 | 54.8 | 54.2 | 71.4 | 73.3 | 69.8 | 59.5 | 59.7 | 54.2 | 68.9 | 63.7 | 25.5 | 60.6 | 44.8 | 75.7 | 76.7 | 60.8 | 50.4 | 61.7 | 99.8 | 71.1 | 85.4 | — | — | 69.2 | |
| GeoCLIPPre-training Dataset=MP-162025.10 | 48.4 | 81.3 | 64.6 | 68.5 | 82.2 | 83.7 | 39.1 | 75.1 | 55.3 | 62.9 | 60.4 | 50.8 | 78.1 | 78.5 | 75.5 | 69.5 | 66.7 | 53.4 | 67.9 | 75 | 26.3 | 64.9 | 47.9 | 78.3 | 72.7 | 59 | 56.8 | 62.9 | 99.8 | 59.6 | 79.7 | — | — | 69.2 | |
| GeoCLIPPre-training Data=PP2-M2025.10 | 46.8 | 79.2 | 67.1 | 76.3 | 81.7 | 84.7 | 40.2 | 78.7 | 45 | 60.5 | 63.2 | 50.2 | 76.2 | 82.3 | 76.7 | 71 | 68.5 | 55.7 | 66.6 | 75.1 | 11.2 | 64.6 | 50.2 | 76.8 | 68 | 54 | 57.2 | 61.2 | 99.7 | 51.5 | 75.6 | 67.1 | — | — | |
| GeoCLIPPre-training Data=MP-162025.10 | 46.2 | 79.4 | 62.8 | 68.5 | 80.2 | 83.7 | 37 | 73 | 53.7 | 60.8 | 58.3 | 48.2 | 76.9 | 77.4 | 72.4 | 69.2 | 64.7 | 50.3 | 67.9 | 73.4 | 25.9 | 63.3 | 45.2 | 75.9 | 69.9 | 55.4 | 55.5 | 60.4 | 99.8 | 54.1 | 77 | 66.9 | — | — | |
| GAIRPre-training Data=PP2-M2025.10 | 37.7 | 78.1 | 61.2 | 70.3 | 74.2 | 81.5 | 29.9 | 73.1 | 52.6 | 56.4 | 54.3 | 41.6 | 74.5 | 77.1 | 74 | 70.7 | 59.9 | 45.8 | 67.5 | 75 | 17.4 | 60.6 | 47.4 | 74.6 | 61.5 | 48.3 | 59.1 | 58.2 | 99.5 | 50.5 | 75 | 64.6 | — | — | |
| CSPInput Modality=visual2025.10 | 27 | 57.4 | 56.8 | 57.6 | 52.5 | 77.1 | 14.5 | 51.4 | 30.4 | 46.5 | 58.2 | 49.4 | 55.2 | 59.4 | 47.1 | 48.9 | 59.2 | 46.5 | 50.4 | 45.7 | 15.3 | 47.9 | 22.9 | 17.3 | 58.1 | 29.7 | 24.3 | 30.5 | 82.4 | 52.3 | 67.4 | 48.6 | — | — | |
| CSPModality=visual2025.10 | 27 | 57.4 | 56.8 | 57.6 | 52.5 | 77.1 | 14.5 | 51.4 | 30.4 | 46.5 | 58.2 | 49.4 | 55.2 | 59.4 | 47.1 | 48.9 | 59.2 | 46.5 | 50.4 | 45.7 | 15.3 | 47.9 | 22.9 | 17.3 | 58.1 | 29.7 | 24.3 | 30.5 | 82.4 | 52.3 | 67.4 | — | — | 48.6 | |
| SatCLIP_L40Pre-training Data=S2-100K2025.10 | 26.6 | 55.3 | 45.5 | 53.3 | 54.2 | 80 | 9.9 | 51.6 | 38.3 | 48.5 | 40.5 | 36.7 | 58 | 62 | 53 | 51.8 | 42.4 | 40.5 | 52.5 | 49.8 | 9.4 | 45.7 | 35.3 | 66.5 | 47.9 | 33.3 | 34.9 | 43.6 | 99.8 | 35.4 | 67.6 | 52.3 | — | — | |
| IdentityProbe=MLP, Input Modalities=All available, Type=y ~ g(c)2025.10 | 25.9 | 72.6 | 66.1 | 82 | 72 | 67.8 | -2.6 | 71.6 | 53.7 | 50.9 | 75.2 | 34.3 | 78.4 | 55.1 | 63.2 | 78 | 59.3 | 47.5 | 70.1 | 51.9 | 34.9 | 57.5 | 50.1 | 27.2 | 34.2 | 57.8 | 65.9 | 47 | 49.8 | 53 | 51.4 | — | 52 | — | |
| SatCLIP_L40Pre-training Data=PP2-M2025.10 | 25.7 | 63.4 | 50.5 | 60.3 | 66 | 80 | 28.1 | 63.4 | 38.5 | 48.9 | 46.2 | 36.5 | 67.7 | 73.5 | 59.9 | 55.8 | 53.7 | 36.9 | 55.2 | 58.9 | 12.1 | 51.5 | 36.6 | 70.6 | 47.2 | 31.2 | 34.2 | 44 | 99.8 | 35.8 | 67.8 | 54.4 | — | — | |
| GPS2VecInput Modality=tag2025.10 | 25.3 | 61.8 | 65.7 | 68.1 | 56 | 83.1 | 4.3 | 68.8 | -54.6 | 50.4 | 54.8 | 38.4 | 69.2 | 76.1 | 63.5 | 68.1 | 58.9 | 42.2 | 63.6 | 64 | -152 | 41.7 | 39.7 | 73.2 | 70.8 | 54.5 | 36.9 | 55 | 99.5 | 40.7 | 70.1 | 55.6 | — | — | |
| GPS2VecModality=tag2025.10 | 25.3 | 61.8 | 65.7 | 68.1 | 56 | 83.1 | 4.3 | 68.8 | -54.6 | 50.4 | 54.8 | 38.4 | 69.2 | 76.1 | 63.5 | 68.1 | 58.9 | 42.2 | 63.6 | 64 | -152 | 41.7 | 39.7 | 73.2 | 70.8 | 54.5 | 36.9 | 55 | 99.5 | 40.7 | 70.1 | — | — | 55.6 | |
| UrbanFusionProbe=MLP, Input Modalities=All available2025.10 | 16.1 | 79.2 | 57.7 | 79.3 | 73.4 | 59 | 8.3 | 72.6 | 57.6 | 50.3 | 72.2 | 27.6 | 81.5 | 60.6 | 65.4 | 68.9 | 63.9 | 39.7 | 64.7 | 70.3 | 22.3 | 56.7 | 52.9 | 65.7 | 63.8 | 60.9 | 58.6 | 60.4 | 44.9 | -24.3 | 10.3 | — | 42.5 | — | |
| CSPInput Modality=iNat2025.10 | 12.2 | 43.9 | 35 | 23.9 | 44.2 | 78.2 | 15.3 | 41.8 | 31.4 | 35.2 | 28 | 35.4 | 47.7 | 54.4 | 42 | 47.8 | 35 | 29.5 | 39.9 | 38.5 | 4.6 | 36.4 | 32.9 | 61 | 12.8 | 30.6 | 29.3 | 33.3 | 99.8 | 14 | 56.9 | 42.2 | — | — | |
| CSPModality=iNat2025.10 | 12.2 | 43.9 | 35 | 23.9 | 44.2 | 78.2 | 15.3 | 41.8 | 31.4 | 35.2 | 28 | 35.4 | 47.7 | 54.4 | 42 | 47.8 | 35 | 29.5 | 39.9 | 38.5 | 4.6 | 36.4 | 32.9 | 61 | 12.8 | 30.6 | 29.3 | 33.3 | 99.8 | 14 | 56.9 | — | — | 42.2 | |
| CSPInput Modality=FMoW2025.10 | 0 | 40.6 | 35.7 | 19.6 | 43.3 | 75.2 | 14.6 | 38.6 | 29.5 | 32.4 | 30.1 | 19 | 49.7 | 53.1 | 41.1 | 45.4 | 33.3 | 9.7 | 38.4 | 35.3 | 10.6 | 33.1 | 32.4 | 60.5 | 14.3 | 30.3 | 26.4 | 32.8 | 99.8 | 17.5 | 58.6 | 41.5 | — | — | |
| CSPModality=FMoW2025.10 | 0 | 40.6 | 35.7 | 19.6 | 43.3 | 75.2 | 14.6 | 38.6 | 29.5 | 32.4 | 30.1 | 19 | 49.7 | 53.1 | 41.1 | 45.4 | 33.3 | 9.7 | 38.4 | 35.3 | 10.6 | 33.1 | 32.4 | 60.5 | 14.3 | 30.3 | 26.4 | 32.8 | 99.8 | 17.5 | 58.6 | — | — | 41.5 | |
| SatCLIP_L10Pre-training Data=PP2-M2025.10 | -1.3 | 49.8 | 40.7 | 49.7 | 45 | 78.2 | 12.1 | 42 | 35.2 | 42.5 | 33.9 | 35.7 | 46.8 | 60.4 | 44.3 | 48.8 | 38.3 | 37.8 | 46.2 | 43.6 | 10.6 | 40 | 33.9 | 65.2 | 42.2 | 24.6 | 32.2 | 39.6 | 99.8 | 36 | 67.9 | 49.2 | — | — | |
| SatCLIP_L10Pre-training Data=S2-100K2025.10 | -1.7 | 42.4 | 30.9 | 40.4 | 44.6 | 77.2 | 10.2 | 38.2 | 27.3 | 27.6 | 22.6 | 28.4 | 46.3 | 55.5 | 39.2 | 44.4 | 29.1 | 28.4 | 31.9 | 30.6 | 5.9 | 33.3 | 31.5 | 64.7 | 14.9 | 26 | 31.9 | 33.8 | 99.8 | 30.2 | 65 | 44 | — | — | |
| IdentityConfig=y ~ g(c)2025.10 | -5.1 | -0.5 | 1.8 | 4.2 | 6.3 | 54.6 | 9.3 | 5.8 | 0.5 | -4.5 | 8.2 | 10.4 | 7.6 | 20.6 | 3.2 | 9.9 | -1.5 | 3.1 | -1 | 17.3 | 1 | 7.2 | 0.9 | 0.2 | 12 | 2.3 | 4.9 | 4.1 | 1.8 | -6.5 | -2.4 | 3 | — | — | |
| IdentityMapping=y ~ g(c)2025.10 | -5.1 | -0.5 | 1.8 | 4.2 | 6.3 | 54.6 | 9.3 | 5.8 | 0.5 | -4.5 | 8.2 | 10.4 | 7.6 | 20.6 | 3.2 | 9.9 | -1.5 | 3.1 | -1 | 17.3 | 1 | 7.2 | 0.9 | 0.2 | 12 | 2.3 | 4.9 | 4.1 | 1.8 | -6.5 | -2.4 | — | — | 3 | |
| SatCLIP L40Probe=MLP, Input Modalities=All available2025.10 | -7.3 | 76 | 60.4 | 75 | 72.3 | -64.9 | -1.2 | 69.5 | 62.3 | 43.7 | 72.9 | -59 | 80.7 | 53.7 | 67.1 | 74.6 | 56 | 28.1 | 64.4 | 63.9 | -82.5 | 38.4 | 64.9 | 65.7 | 35.2 | 2.1 | 57.1 | 45 | 22.5 | 20.8 | 21.6 | — | 35 | — | |
| GAIRProbe=MLP, Input Modalities=All available2025.10 | -49.4 | 71 | 61.8 | 81.9 | 73.2 | -54.4 | 11.2 | 69.5 | 65.5 | 48.4 | 65.9 | -80.4 | 76.6 | 54.9 | 70 | 73.9 | 59.9 | 20.2 | 56.1 | 69.3 | -80.6 | 36.4 | 56.6 | 69.5 | 49 | -112.4 | 64.4 | 25.4 | 53.2 | -47.1 | 3.1 | — | 21.6 | — | |
| GeoCLIPProbe=MLP, Input Modalities=All available, Variant=PP2-M2025.10 | -58.1 | 52.8 | 50.5 | -110.4 | 49.2 | -17,348.5 | 25 | 55.7 | 31.6 | 42.2 | 55.1 | -62.2 | 66.5 | 50 | 47.1 | 47.7 | -11.3 | 28.4 | -7.7 | 40.3 | -34 | -809.1 | 44.4 | 53 | 51.6 | 51.1 | 27.3 | 45.5 | 33.1 | 46.3 | 39.7 | — | -241.3 | — | |
| SatCLIP L10Probe=MLP, Input Modalities=All available2025.10 | -68.7 | 68.6 | 54.8 | 83.8 | 66.8 | -145 | -4.2 | 64.7 | 58.5 | -1.4 | 52.9 | -163.2 | 18.6 | 40.3 | 55.2 | 69.3 | 41.5 | 14.6 | 56.9 | 71 | -109.4 | 15.5 | 64.5 | 64.4 | 34.5 | -3 | 55.1 | 43.1 | 49.7 | 70.4 | 60 | — | 39.5 | — |