# Semantic Specificity Classification on Natural Scenes Dataset (NSD) 1.0 (Subject 2 (S2))

Source: [Semantic Specificity Classification on Natural Scenes Dataset (NSD) 1.0 (Subject 2 (S2))](<https://www.sota2.com/research/sota/semantic-specificity-classification-on-natural-scenes-dataset-nsd-1-0-subject-2-s2>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:45:07.231Z

Evaluation of Semantic Specificity Classification performance on Subject 2 of the Natural Scenes Dataset (NSD) 1.0, reporting category-specific accuracies (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 2 (S2)) |
| Metric | Faces Acc |
| 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 Acc](<https://www.sota2.com/research/sota/semantic-specificity-classification-on-natural-scenes-dataset-nsd-1-0-subject-2-s2.md?metric=Faces%20Acc>): Higher is better; unit: PERCENT.

- [Places Acc](<https://www.sota2.com/research/sota/semantic-specificity-classification-on-natural-scenes-dataset-nsd-1-0-subject-2-s2.md?metric=Places%20Acc>): Higher is better; unit: PERCENT.

- [Bodies Acc](<https://www.sota2.com/research/sota/semantic-specificity-classification-on-natural-scenes-dataset-nsd-1-0-subject-2-s2.md?metric=Bodies%20Acc>): Higher is better; unit: PERCENT.

- [Words Acc](<https://www.sota2.com/research/sota/semantic-specificity-classification-on-natural-scenes-dataset-nsd-1-0-subject-2-s2.md?metric=Words%20Acc>): Higher is better; unit: PERCENT.

- [Food Acc](<https://www.sota2.com/research/sota/semantic-specificity-classification-on-natural-scenes-dataset-nsd-1-0-subject-2-s2.md?metric=Food%20Acc>): Higher is better; unit: PERCENT.

- [Mean Acc](<https://www.sota2.com/research/sota/semantic-specificity-classification-on-natural-scenes-dataset-nsd-1-0-subject-2-s2.md?metric=Mean%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Faces Acc | Result date | Report paper |
| --- | --- | --- | --- |
| BrainDiVE | 70 | Not recorded | 68fa71451e209131cea50436 |
| BrainDiVE | 68 | Not recorded | 68fa71451e209131cea50436 |
| NSD | 45 | Not recorded | 68fa71451e209131cea50436 |
| NSD | 41.5 | Not recorded | 68fa71451e209131cea50436 |
| NSD | 17.2 | Not recorded | 68fa71451e209131cea50436 |

### BrainDiVE

Faces Acc: 70. Result ID: 6991c2bd3a6c3148490a6961.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea50436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71451e209131cea50436.md>)

[Implementation](<https://www.cs.cmu.edu/~afluo/BrainDiVE>)

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 Acc: 68. Result ID: 6991c2bd3a6c3148490a6962.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea50436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71451e209131cea50436.md>)

[Implementation](<https://www.cs.cmu.edu/~afluo/BrainDiVE>)

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 Acc: 45. Result ID: 6991c2bd3a6c3148490a6960.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea50436.md>)

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 Acc: 41.5. Result ID: 6991c2bd3a6c3148490a695f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea50436.md>)

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 Acc: 17.2. Result ID: 6991c2bd3a6c3148490a695e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea50436.md>)

Recorded evaluation configuration: {"selection\_strategy":"All stimuli","evaluation\_protocol":"Zero-shot CLIP"}. This record does not assert independent reproduction.

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