Natural Scenes Dataset (NSD)
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Visual cortex alignment | Natural Scenes Dataset (NSD) (20% val) | Reconstruction Correlation0.245 | 24 | |
| Meta-evaluation of Image Similarity Metrics | Natural Scenes Dataset (NSD) (test) | Pairwise Accuracy81 | 11 | |
| fMRI Brain Encoding | Natural Scenes Dataset (NSD) 7T (test) | Subject 1 Score69 | 5 | |
| fMRI Encoding | Natural Scenes Dataset (NSD) subjects 1, 2, 5, 7 (avg) 7T (test) | Pearson Correlation0.392 | 5 | |
| Image Retrieval | Natural Scenes Dataset (NSD) (test) | Raw Metric Score98.8 | 5 | |
| Visual Encoding | Natural Scenes Dataset (NSD) (test) | gPCC16 | 5 | |
| Semantic Specificity Classification | Natural Scenes Dataset (NSD) 1.0 (Subject 2 (S2)) | Faces Acc70 | 5 | |
| Semantic Specificity Classification | Natural Scenes Dataset (NSD) 1.0 (Subject 1 (S1)) | Faces69.5 | 5 | |
| Brain-to-Image Retrieval | Natural Scenes Dataset (NSD) (20, 2) CL Setup 1.0 | Top-1-20 Accuracy59.11 | 4 | |
| Visual Decoding | Natural Scenes Dataset (NSD) (test) | Inception Similarity Score95.6 | 4 | |
| fMRI-to-image visual decoding | Natural Scenes Dataset (NSD) Subject 2 | Pixel Correlation0.236 | 4 | |
| fMRI-to-image reconstruction | Natural Scenes Dataset (NSD) Subject 7 740-image (test) | Pixel Correlation0.1784 | 2 | |
| fMRI-to-image reconstruction | Natural Scenes Dataset (NSD) Subject 2 740-image (test) | Pixel Correlation (PixCorr)0.2198 | 2 | |
| Multi-label prediction | Natural Scenes Dataset (NSD) (S7) | mAP34.2 | 2 | |
| Multi-label prediction | Natural Scenes Dataset (NSD) (S2) | mAP34.5 | 2 |
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