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EEG

Benchmarks

TaskDatasetSOTA resultTrendResults

Multivariate Time Series Classification

EEG

65.63Accuracy

5

AD vs HC classification

EEG AD vs HC (summary)

87.1SRC Balanced Accuracy

4

Addiction Detection

EEG dataset LOSO-CV (multi-seed)

78.57Accuracy

4

Eeg

4.53Expected Calibration Error (ECE)

3

Zero-shot Class Generalization

EEG-CVPR40 zero-shot

99.7KNN Accuracy

3

Binary classification

EEG (test)

77.12Binary Accuracy

3

Frequency Change Detection

EEG

46,604Detected Count

2

Biosignal Inference

EEG 22-channel

629,400,000Cycles

1

Correlation Matrix Similarity Evaluation

EEG dataset

—Primary metric

0

Few-shot Regression

EEG (out-of-range)

—Primary metric

0

Few-shot Regression

EEG (in-range)

—Primary metric

0