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Papers Benchmarks Datasets Tasks

PPMI dataset and benchmarks · SOTA2 Research

Research Datasets

PPMI

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Brain disorder classification

PPMI

98.6Accuracy

43

PPMI

82.69Accuracy

23

Brain network classification

PPMI CN vs Prodromal vs PD (5-fold cross-validation)

76.8Accuracy

20

Brain network classification

PPMI

83.7F1 Score

15

Action Recognition

PPMI-24 (test)

98.9Accuracy

13

MRI Image Generation

PPMI (evaluation set)

0.014FID

12

Action Recognition

PPMI-24

98.2Accuracy

8

fMRI Classification

PPMI Out-of-distribution

61.15Accuracy

6

Unsupervised Anomaly Detection

PPMI (one fold)

67Gmean

6

Multimodal Brain Image Registration

PPMI

81.5Dice (cerebral WM)

5

Correlation analysis between PBVC and ΔGM

PPMI cohort (N = 120)

-0.02Pearson's r

4

Correlation analysis between PBVC and ΔMoCA

PPMI cohort (N = 114)

0.021Pearson's r

4

Correlation analysis between PBVC and ΔMSEADLG

PPMI cohort (N=291)

-0.041Pearson's r

4

PPMI+

49ACC

4

Brain Network Classification

PPMI

0.698Accuracy

3

Parkinson's Disease Classification (Prodromal stages)

PPMI

96.6Accuracy

2

Fine-grained Image Classification

PPMI-24 (test)

98.9Accuracy

2

Parkinson's Disease Classification (Mild PD vs. Moderate to Severe PD)

PPMI

96.78Accuracy

1

Parkinson's Disease Classification (Moderate to Severe PD vs. HC)

PPMI

99.44Accuracy

1

Parkinson's Disease Classification (PD vs. Prodromal vs. HC)

PPMI

96.8Accuracy

1

Visual Recognition

PPMI-24

98.2Top-1 Acc

1

Popular tasks

Brain Network Classification Action Recognition Classification Brain Disorder Classification MRI Image Generation

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