# Semantic Specificity Classification on Natural Scenes Dataset (NSD) 1.0 (Subject 1 (S1)) Source: [Semantic Specificity Classification on Natural Scenes Dataset (NSD) 1.0 (Subject 1 (S1))]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:07.214Z Evaluation of Semantic Specificity Classification performance on Subject 1 (S1) subset of the Natural Scenes Dataset (NSD) 1.0, reporting category-specific scores (Faces, Places, Bodies, Words, Food) and the overall Mean. 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 | Semantic Specificity Classification | | Dataset (including any stated split) | Natural Scenes Dataset (NSD) 1.0 (Subject 1 (S1)) | | Metric | Faces | | 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 - [Faces](): Higher is better; unit: PERCENT. - [Places](): Higher is better; unit: PERCENT. - [Bodies](): Higher is better; unit: PERCENT. - [Words](): Higher is better; unit: PERCENT. - [Food](): Higher is better; unit: PERCENT. - [Mean Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Faces | Result date | Report paper | | --- | --- | --- | --- | | BrainDiVE | 69.5 | Not recorded | 68fa71451e209131cea50436 | | BrainDiVE | 61 | Not recorded | 68fa71451e209131cea50436 | | NSD | 42.5 | Not recorded | 68fa71451e209131cea50436 | | NSD | 40 | Not recorded | 68fa71451e209131cea50436 | | NSD | 17.4 | Not recorded | 68fa71451e209131cea50436 | ### BrainDiVE Faces: 69.5. Result ID: 6991c2bd3a6c3148490a695c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"selection\_strategy":"Top-200 (20%) by encoding component","evaluation\_protocol":"Zero-shot CLIP"}. This record does not assert independent reproduction. ### BrainDiVE Faces: 61. Result ID: 6991c2bd3a6c3148490a695d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"selection\_strategy":"Top-100 (10%) by encoding component","evaluation\_protocol":"Zero-shot CLIP"}. This record does not assert independent reproduction. ### NSD Faces: 42.5. Result ID: 6991c2bd3a6c3148490a695a. [Reporting paper]() Recorded evaluation configuration: {"selection\_strategy":"Top-200 (top 2%) by mean true fMRI beta","evaluation\_protocol":"Zero-shot CLIP"}. This record does not assert independent reproduction. ### NSD Faces: 40. Result ID: 6991c2bd3a6c3148490a695b. [Reporting paper]() Recorded evaluation configuration: {"selection\_strategy":"Top-100 (top 1%) by mean true fMRI beta","evaluation\_protocol":"Zero-shot CLIP"}. This record does not assert independent reproduction. ### NSD Faces: 17.4. Result ID: 6991c2bd3a6c3148490a6959. [Reporting paper]() Recorded evaluation configuration: {"selection\_strategy":"All stimuli","evaluation\_protocol":"Zero-shot CLIP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.