THINGS-EEG
Benchmarks
TaskDatasetSOTA resultTrendResults
THINGS-EEG 200-way zero-shot retrieval (Intra-Subject)
99.5Top-5 Accuracy
125
THINGS-EEG 200-way zero-shot retrieval (Inter-Subject)
30Top-1 Acc
88
THINGS-EEG2 Intra-subject v1 (test)
77.5Top-1 Accuracy
77
THINGS-EEG Inter-subject
69.8Subject 1 T-1 Retrieval Rate
26
THINGS-EEG (test)
61.9Top-1 Accuracy (Subject 1)
24
THINGS-EEG (test)
75.7Top-1 Acc
18
THINGS-EEG2 Inter-subject v1 (test)
28.5Top-1 Accuracy
17
THINGS-EEG (Intra-subject split)
62.8Subject 1 Performance (T-1)
14
THINGS-EEG (test)
0.345SSIM
13
THINGS EEG cross-exemplar evaluation suite v2
22.5ROUGE-1
12
THINGS-EEG Subject-dependent 200-way zero-shot (test)
48.5Top-1 Accuracy (Sub01)
12
THINGS-EEG 2
0.109MSE
11
THINGS-EEG
53Sub-01 Top-1 Accuracy
9
THINGS-EEG Subject-dependent split
70.3Top-1 Accuracy
9
THINGS-EEG (cross-subject (leave-one-subject-out))
17.5Sub-01 Top-1 Accuracy
8
THINGS-EEG Subject-independent
16.4Top-1 Accuracy
8
THINGS-EEG (all subjects)
0.236Pixel Correlation (PixCorr)
8
THINGS-EEG Subject-Dependent
33S1 Top-1 Accuracy
6
THINGS-EEG Average across 10 subjects
13.2Top-1 Accuracy
6
THINGS-EEG2 Inter-subject (test)
12.4Subject 1 Top-1 Acc
6
THINGS-EEG2 (in-subject)
94.7Top-1 Accuracy (2-way)
6
Things-EEG 2 (Sub10)
58.3Top-1 Accuracy
5
Things-EEG2 (Sub8)
64Top-1 Acc
5
Things-EEG2 Sub7
50.1Top-1 Accuracy
5
Things-EEG2 Sub6
50.3Top-1 Accuracy
5