# Regression on Housing Prices Source: [Regression on Housing Prices]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:50:44.909Z Evaluation of regression model performance on the Housing Prices dataset, measured using R-squared percentage (%R^2). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Regression | | Dataset (including any stated split) | Housing Prices | | Metric | R^2 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [R^2](): Higher is better; unit: PERCENT. ## Recorded results | Method | R^2 | Result date | Report paper | | --- | --- | --- | --- | | GPS2Vec | 79.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec | 79.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec | 79.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | PDFM | 79 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec | 79 | Not recorded | 68fa7c2d1e209131cea8ce16 | | UrbanFusion | 78.7 | Not recorded | 68fa7c2d1e209131cea8ce16 | | UrbanFusion | 78.7 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP | 78.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP | 78.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GAIR | 78.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GAIR | 78.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec | 78.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP | 78.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP | 78.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L10 | 77.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L40 | 77.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | UrbanFusion | 77 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L40 | 77 | Not recorded | 68fa7c2d1e209131cea8ce16 | | Identity | 76.9 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP | 76.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GAIR | 75.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP | 75.3 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP | 74.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L10 | 74.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L40 | 73.1 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L40 | 73.1 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L40 | 72.7 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L40 | 72.7 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L10 | 72.7 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP L10 | 72.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP | 72.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP | 70.9 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP | 70.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | Identity | 66.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | Identity | 66.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | ### GPS2Vec R^2: 79.6. Result ID: 6a1e8b4cfbc373592c186c0c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Data Source":"visual"}. This record does not assert independent reproduction. ### GPS2Vec R^2: 79.2. Result ID: 6a1e8b4cfbc373592c186b6d. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Data":"tag","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### GPS2Vec R^2: 79.2. Result ID: 6a1e8b4cfbc373592c186bfe. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Data Source":"tag"}. This record does not assert independent reproduction. ### PDFM R^2: 79. Result ID: 6a1e8b4cfbc373592c186b6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"visual","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### GPS2Vec R^2: 79. Result ID: 6a1e8b4cfbc373592c186bff. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Data Source":"visual"}. This record does not assert independent reproduction. ### UrbanFusion R^2: 78.7. Result ID: 6a1e8b4cfbc373592c186b67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"PP2-M","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### UrbanFusion R^2: 78.7. Result ID: 6a1e8b4cfbc373592c186bf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear"}. This record does not assert independent reproduction. ### GeoCLIP R^2: 78.6. Result ID: 6a1e8b4cfbc373592c186b6b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"MP-16","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### GeoCLIP R^2: 78.6. Result ID: 6a1e8b4cfbc373592c186bfb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Pre-training Dataset":"MP-16"}. This record does not assert independent reproduction. ### GAIR R^2: 78.5. Result ID: 6a1e8b4cfbc373592c186b68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"PP2-M","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### GAIR R^2: 78.5. Result ID: 6a1e8b4cfbc373592c186bf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear"}. This record does not assert independent reproduction. ### GPS2Vec R^2: 78.5. Result ID: 6a1e8b4cfbc373592c186c0b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Data Source":"tag"}. This record does not assert independent reproduction. ### GeoCLIP R^2: 78.4. Result ID: 6a1e8b4cfbc373592c186b69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"PP2-M","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### GeoCLIP R^2: 78.4. Result ID: 6a1e8b4cfbc373592c186bf8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Pre-training Dataset":"PP2-M"}. This record does not assert independent reproduction. ### SatCLIP L10 R^2: 77.2. Result ID: 6a1e8b4cfbc373592c186c06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Pre-training Dataset":"PP2-M"}. This record does not assert independent reproduction. ### SatCLIP L40 R^2: 77.2. Result ID: 6a1e8b4cfbc373592c186c07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Pre-training Dataset":"PP2-M"}. This record does not assert independent reproduction. ### UrbanFusion R^2: 77. Result ID: 6a1e8b4cfbc373592c186c03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP"}. This record does not assert independent reproduction. ### SatCLIP L40 R^2: 77. Result ID: 6a1e8b4cfbc373592c186c0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Pre-training Dataset":"S2-100K"}. This record does not assert independent reproduction. ### Identity R^2: 76.9. Result ID: 6a1e8b4cfbc373592c186c0f. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Variant":"y ~ g(c)"}. This record does not assert independent reproduction. ### GeoCLIP R^2: 76.4. Result ID: 6a1e8b4cfbc373592c186c05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Pre-training Dataset":"PP2-M"}. This record does not assert independent reproduction. ### GAIR R^2: 75.4. Result ID: 6a1e8b4cfbc373592c186c04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP"}. This record does not assert independent reproduction. ### CSP R^2: 75.3. Result ID: 6a1e8b4cfbc373592c186c0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Data Source":"iNat"}. This record does not assert independent reproduction. ### GeoCLIP R^2: 74.6. Result ID: 6a1e8b4cfbc373592c186c08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Pre-training Dataset":"MP-16"}. This record does not assert independent reproduction. ### SatCLIP L10 R^2: 74.6. Result ID: 6a1e8b4cfbc373592c186c09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Pre-training Dataset":"S2-100K"}. This record does not assert independent reproduction. ### SatCLIP L40 R^2: 73.1. Result ID: 6a1e8b4cfbc373592c186b6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"S2-100K","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### SatCLIP L40 R^2: 73.1. Result ID: 6a1e8b4cfbc373592c186bfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Pre-training Dataset":"S2-100K"}. This record does not assert independent reproduction. ### SatCLIP L40 R^2: 72.7. Result ID: 6a1e8b4cfbc373592c186b6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"PP2-M","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### SatCLIP L40 R^2: 72.7. Result ID: 6a1e8b4cfbc373592c186bfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Pre-training Dataset":"PP2-M"}. This record does not assert independent reproduction. ### SatCLIP L10 R^2: 72.7. Result ID: 6a1e8b4cfbc373592c186bfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Pre-training Dataset":"S2-100K"}. This record does not assert independent reproduction. ### SatCLIP L10 R^2: 72.6. Result ID: 6a1e8b4cfbc373592c186bf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Pre-training Dataset":"PP2-M"}. This record does not assert independent reproduction. ### CSP R^2: 72.4. Result ID: 6a1e8b4cfbc373592c186c0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Data Source":"FMoW"}. This record does not assert independent reproduction. ### CSP R^2: 70.9. Result ID: 6a1e8b4cfbc373592c186c00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Data Source":"FMoW"}. This record does not assert independent reproduction. ### CSP R^2: 70.6. Result ID: 6a1e8b4cfbc373592c186c01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Data Source":"iNat"}. This record does not assert independent reproduction. ### Identity R^2: 66.6. Result ID: 6a1e8b4cfbc373592c186b6f. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Data":"y ~ g(c)","Evaluation Protocol":"coordinate-only"}. This record does not assert independent reproduction. ### Identity R^2: 66.6. Result ID: 6a1e8b4cfbc373592c186c02. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Variant":"y ~ g(c)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.