# fMRI Brain Encoding on Natural Scenes Dataset (NSD) 7T (test) Source: [fMRI Brain Encoding on Natural Scenes Dataset (NSD) 7T (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:08:54.969Z Evaluation of fMRI Brain Encoding performance on the test split of the Natural Scenes Dataset (NSD) 7T configuration, reporting subject-specific scores (S1, S2, S5, S7) and an average. 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 | fMRI Brain Encoding | | Dataset (including any stated split) | Natural Scenes Dataset (NSD) 7T (test) | | Metric | Subject 1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Subject 1 Score](): Higher is better; unit: PERCENT. - [Subject 2 Score](): Higher is better; unit: PERCENT. - [Subject 5 Score](): Higher is better; unit: PERCENT. - [Subject 7 Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Subject 1 Score | Result date | Report paper | | --- | --- | --- | --- | | Universal Encoder | 69 | Not recorded | 68fa77871e209131cea73d81 | | Adeli et al. | 65 | Not recorded | 68fa77871e209131cea73d81 | | Ridge Regression | 56 | Not recorded | 68fa77871e209131cea73d81 | | Ridge Regression | 51 | Not recorded | 68fa77871e209131cea73d81 | | Gaziv et al. | 50 | Not recorded | 68fa77871e209131cea73d81 | ### Universal Encoder Subject 1 Score: 69. Result ID: 6a15705efbc373592c0d629d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Adeli et al. Subject 1 Score: 65. Result ID: 6a15705efbc373592c0d629c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ridge Regression Subject 1 Score: 56. Result ID: 6a15705efbc373592c0d629a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### Ridge Regression Subject 1 Score: 51. Result ID: 6a15705efbc373592c0d6299. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. ### Gaziv et al. Subject 1 Score: 50. Result ID: 6a15705efbc373592c0d629b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.