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THINGS-EEG

Benchmarks

Task NameDataset NameSOTA ResultTrend
RetrievalTHINGS-EEG 200-way zero-shot retrieval (Intra-Subject)
Top-5 Accuracy99.5
125
RetrievalTHINGS-EEG 200-way zero-shot retrieval (Inter-Subject)
Top-1 Acc30
88
Brain-to-image retrievalTHINGS-EEG2 Intra-subject v1 (test)
Top-1 Accuracy77.5
77
Brain-to-image retrievalTHINGS-EEG Inter-subject
Subject 1 T-1 Retrieval Rate69.8
26
RetrievalTHINGS-EEG (test)
Top-1 Acc75.7
18
Brain-to-image retrievalTHINGS-EEG2 Inter-subject v1 (test)
Top-1 Accuracy28.5
17
Image RetrievalTHINGS-EEG (test)
Top-1 Accuracy (Subject 1)61.9
15
Brain-to-image retrievalTHINGS-EEG (Intra-subject split)
Subject 1 Performance (T-1)62.8
14
EEG Visual DecodingTHINGS-EEG (test)
SSIM0.345
13
EEG-to-text decodingTHINGS EEG cross-exemplar evaluation suite v2
ROUGE-122.5
12
Brain EncodingTHINGS-EEG 2
MSE0.109
11
ClassificationTHINGS-EEG Subject-dependent 200-way zero-shot (test)
Top-1 Accuracy (Sub01)48.5
10
Zero-shot brain-to-image retrievalTHINGS-EEG Subject-dependent split
Top-1 Accuracy70.3
9
Zero-shot brain-to-image retrievalTHINGS-EEG Subject-independent
Top-1 Accuracy16.4
8
Visual ReconstructionTHINGS-EEG (all subjects)
Pixel Correlation (PixCorr)0.236
8
RetrievalTHINGS-EEG Subject-Dependent
S1 Top-1 Accuracy33
6
200-way zero-shot classificationTHINGS-EEG Average across 10 subjects
Top-1 Accuracy13.2
6
Zero-shot ClassificationTHINGS-EEG2 Inter-subject (test)
Subject 1 Top-1 Acc12.4
6
EEG-to-Image RetrievalTHINGS-EEG2 (in-subject)
Top-1 Accuracy (2-way)94.7
6
Image RetrievalThings-EEG 2 (Sub10)
Top-1 Accuracy58.3
5
Image RetrievalThings-EEG2 (Sub8)
Top-1 Acc64
5
Image RetrievalThings-EEG2 Sub7
Top-1 Accuracy50.1
5
Image RetrievalThings-EEG2 Sub6
Top-1 Accuracy50.3
5
Image RetrievalThings-EEG2 (Sub5)
Top-1 Accuracy47.5
5
Image RetrievalThings-EEG Sub4 2
Top-1 Accuracy56.7
5
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