# Regression on Crime (USA) Source: [Regression on Crime (USA)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:50:44.876Z Evaluation of regression model performance on the Crime (USA) dataset, measured using Percentage R-squared (%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) | Crime (USA) | | Metric | %R^2 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | | --- | --- | --- | --- | | UrbanFusion | 90.8 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP (MP-16) | 89.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | UrbanFusion | 88.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GAIR | 87.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec (tag) | 86.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP (PP2-M) | 86.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP (MP-16) | 86.3 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GAIR | 85.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec (tag) | 84.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GeoCLIP (PP2-M) | 84 | Not recorded | 68fa7c2d1e209131cea8ce16 | | PDFM (Google) | 78.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L40 (PP2-M) | 76.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec (visual) | 76.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L10 (PP2-M) | 76.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L40 (S2-100K) | 74.6 | Not recorded | 68fa7c2d1e209131cea8ce16 | | PDFM (Google) | 74.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L10 (S2-100K) | 74.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | GPS2Vec (visual) | 73.3 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L40 (PP2-M) | 69.1 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L10 (S2-100K) | 67.4 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L10 (PP2-M) | 67.2 | Not recorded | 68fa7c2d1e209131cea8ce16 | | SatCLIP\_L40 (S2-100K) | 66.9 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP (iNat) | 52.5 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP (FMoW) | 50.8 | Not recorded | 68fa7c2d1e209131cea8ce16 | | Identity y ~ g(c) | 28.1 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP (iNat) | 27.1 | Not recorded | 68fa7c2d1e209131cea8ce16 | | CSP (FMoW) | 27 | Not recorded | 68fa7c2d1e209131cea8ce16 | | Identity y ~ g(c) | 22.1 | Not recorded | 68fa7c2d1e209131cea8ce16 | ### UrbanFusion %R^2: 90.8. Result ID: 6a1e8b4cfbc373592c186ad1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"OSM+Coords"}. This record does not assert independent reproduction. ### GeoCLIP (MP-16) %R^2: 89.2. Result ID: 6a1e8b4cfbc373592c186ad6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### UrbanFusion %R^2: 88.5. Result ID: 6a1e8b4cfbc373592c186ac3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"OSM+Coords"}. This record does not assert independent reproduction. ### GAIR %R^2: 87.5. Result ID: 6a1e8b4cfbc373592c186ad2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### GPS2Vec (tag) %R^2: 86.6. Result ID: 6a1e8b4cfbc373592c186ad9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### GeoCLIP (PP2-M) %R^2: 86.5. Result ID: 6a1e8b4cfbc373592c186ad3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### GeoCLIP (MP-16) %R^2: 86.3. Result ID: 6a1e8b4cfbc373592c186ac8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### GAIR %R^2: 85.4. Result ID: 6a1e8b4cfbc373592c186ac4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### GPS2Vec (tag) %R^2: 84.4. Result ID: 6a1e8b4cfbc373592c186acb. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### GeoCLIP (PP2-M) %R^2: 84. Result ID: 6a1e8b4cfbc373592c186ac5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### PDFM (Google) %R^2: 78.2. Result ID: 6a1e8b4cfbc373592c186add. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L40 (PP2-M) %R^2: 76.6. Result ID: 6a1e8b4cfbc373592c186ad5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### GPS2Vec (visual) %R^2: 76.5. Result ID: 6a1e8b4cfbc373592c186acc. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L10 (PP2-M) %R^2: 76.4. Result ID: 6a1e8b4cfbc373592c186ad4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L40 (S2-100K) %R^2: 74.6. Result ID: 6a1e8b4cfbc373592c186ad8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### PDFM (Google) %R^2: 74.5. Result ID: 6a1e8b4cfbc373592c186acf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L10 (S2-100K) %R^2: 74.2. Result ID: 6a1e8b4cfbc373592c186ad7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### GPS2Vec (visual) %R^2: 73.3. Result ID: 6a1e8b4cfbc373592c186ada. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L40 (PP2-M) %R^2: 69.1. Result ID: 6a1e8b4cfbc373592c186ac7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L10 (S2-100K) %R^2: 67.4. Result ID: 6a1e8b4cfbc373592c186ac9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L10 (PP2-M) %R^2: 67.2. Result ID: 6a1e8b4cfbc373592c186ac6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### SatCLIP\_L40 (S2-100K) %R^2: 66.9. Result ID: 6a1e8b4cfbc373592c186aca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"RS+Coords"}. This record does not assert independent reproduction. ### CSP (iNat) %R^2: 52.5. Result ID: 6a1e8b4cfbc373592c186ace. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### CSP (FMoW) %R^2: 50.8. Result ID: 6a1e8b4cfbc373592c186acd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### Identity y ~ g(c) %R^2: 28.1. Result ID: 6a1e8b4cfbc373592c186ade. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP"}. This record does not assert independent reproduction. ### CSP (iNat) %R^2: 27.1. Result ID: 6a1e8b4cfbc373592c186adc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### CSP (FMoW) %R^2: 27. Result ID: 6a1e8b4cfbc373592c186adb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"MLP","Selected Modalities":"Coords"}. This record does not assert independent reproduction. ### Identity y ~ g(c) %R^2: 22.1. Result ID: 6a1e8b4cfbc373592c186ad0. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.