Table 4 Tractography evaluation results on the TractoInferno dataset. The Prob-vMF model did not produce valid results, and is noted as {N/A}.

From: TractoInferno - A large-scale, open-source, multi-site database for machine learning dMRI tractography

 

Dice

Overlap

Overreach

Reference methods

Deterministic

0.397

0.267

0.029

Probabilistic

0.553

0.433

0.068

PFT

0.680

0.688

0.266

SET

0.624

0.570

0.184

Ensemble (Det + Prob + PFT + SET)

1.000

1.000

0.000

RNN-based methods

Det-SE (Learn2track)

0.580

0.495

0.172

Det-Cosine

0.606

0.535

0.204

Prob-Sphere (DeepTract)

0.601

0.534

0.202

Prob-vMF (Entrack)

N/A

N/A

N/A

Prob-Gaussian

0.624

0.585

0.264

Prob-Mixture

0.407

0.284

0.053

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