Reliability Assessment of Tissue Classification Algorithms for Multi-Center and Multi-Scanner Data.

•Reliability comparison of six publicly available tissue classification pipelines.•90 T1-weighted images of a single individual across 27 sites used for evaluation.•Compared estimated volume differences across scanner manufacutrers•Assessed the impact of signal-to-noise ratio.•Our comparisons provide a benchmark on the reliability of each technique.