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THINGS-EEG2 dataset and benchmarks · SOTA2 Research

Research Datasets

THINGS-EEG2

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Zero-shot Classification

THINGS-EEG2 Intra-subject

34Subject 1 Top-1 Accuracy

6

Image Retrieval

Things-EEG2 Sub9

51.5Top-1 Accuracy

5

Image Retrieval

THINGS-EEG2 Sub10 cross-subject

23.8Top-1 Accuracy

4

Image Retrieval

THINGS-EEG2 Sub9 cross-subject

13.5Top-1 Accuracy

4

Image Retrieval

THINGS-EEG2 Sub8 cross-subject

18.5Top-1 Accuracy

4

Image Retrieval

THINGS-EEG2 Sub7 cross-subject

14.3Top-1 Accuracy

4

Image Retrieval

THINGS-EEG2 Sub2 cross-subject

21.8Top-1 Accuracy

4

EEG-to-Image Retrieval

THINGS-EEG2 (train)

89.6Top-1 Accuracy

2

EEG-to-Image Reconstruction

THINGS-EEG2 200-sample (test)

0.87CLIP-L/14 Two-way ID

1

Popular tasks

Image Retrieval Zero-shot Classification EEG-to-Image Retrieval EEG-to-Image Reconstruction

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