NSD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Cross-Subject Voxel Alignment | NSD (Natural Scenes Dataset) (subject pair) | Precision97.1 | 60 | |
| fMRI-to-image reconstruction | NSD (Subjects 01, 02, 05, 07) | Inception Feature Similarity97.8 | 47 | |
| Interpretable Brain Pattern Discovery | NSD Measured fMRI | Interpretable Pattern Count (> 0.5)30,583 | 16 | |
| fMRI-to-image reconstruction | NSD 2 (test) | Inception Feature Similarity95.8 | 15 | |
| fMRI-to-image reconstruction | NSD (test) | PixCorr0.3645 | 9 | |
| fMRI-to-image reconstruction | NSD | PixCorr30.9 | 9 | |
| Visual Brain Decoding | NSD reduced 681 images (test) | PixCorr0.33 | 8 | |
| Visual Concept Discovery | NSD Measured + Predicted fMRI (test) | Interpretable Hypotheses (> 0.5)21.5 | 8 | |
| Interpretable Brain Pattern Discovery | NSD Predicted fMRI | Interpretable Patterns (Align > 0.5)16,051 | 8 | |
| Brain-to-Image Reconstruction | NSD-Imagery Mental Imagery Trials (test) | Pixel Correlation (PixCorr)0.108 | 6 | |
| Brain Activity Decoding | NSD (test) | Pixel Correlation (PixCorr)0.322 | 5 | |
| Image Question Answering | NSD (test) | Accuracy60.54 | 5 | |
| Brain-to-Image Retrieval | NSD (test) | Accuracy95.3 | 5 | |
| Image-to-Brain Retrieval | NSD (test) | Accuracy95.8 | 5 | |
| Brain captioning | NSD Average (test) | BLEU-153.96 | 3 | |
| Brain captioning | NSD subj07 (test) | BLEU-153.36 | 3 | |
| Brain captioning | NSD subj05 (test) | BLEU-155.36 | 3 | |
| Brain captioning | NSD subj02 (test) | BLEU-152.58 | 3 | |
| Brain captioning | NSD subj01 (test) | BLEU-154.57 | 3 |
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