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2019 / NeuroImage / Article

Limits to anatomical accuracy of diffusion tractography using modern approaches

Kurt G. Schilling et al. · Last author: Bennett A. Landman · Show all 42 authors

Kurt G. Schilling, Vishwesh Nath, Colin Hansen, Prasanna Parvathaneni, Justin Blaber, Yurui Gao, Peter Neher, Dogu Baran Aydogan, Yonggang Shi, Mario Ocampo-Pineda, Simona Schiavi, Alessandro Daducci, Gabriel Girard, Muhamed Barakovic, Jonathan Rafael-Patino, David Romascano, Gaëtan Rensonnet, Marco Pizzolato, Alice Bates, Elda Fischi, Jean-Philippe Thiran, Erick J. Canales-Rodríguez, Chao Huang, Hongtu Zhu, Liming Zhong, Ryan Cabeen, Arthur W. Toga, Francois Rheault, Guillaume Theaud, Jean-Christophe Houde, Jasmeen Sidhu, Maxime Chamberland, Carl-Fredrik Westin, Tim B. Dyrby, Ragini Verma, Yogesh Rathi, M. Okan Irfanoglu, Cibu Thomas, Carlo Pierpaoli, Maxime Descoteaux, Adam W. Anderson, Bennett A. Landman

Summary

The 3D-VoTEM challenge tested 176 tractography submissions against a physical phantom and two ex vivo brain references. Despite modern modeling and tracking methods, substantial anatomical errors persisted across these complementary tests, demonstrating that algorithmic sophistication alone does not guarantee accurate connectivity.

Study overview

The 3-D Validation of Tractography with Experimental MRI challenge evaluated 176 submissions from nine research groups using three independent reference datasets: a physical phantom and two ex vivo primate brains. These datasets tested tractography under different fiber geometries, acquisition conditions, and definitions of anatomical accuracy. The central finding was consistent across the sub-challenges: contemporary approaches still faced substantial errors, and anatomical accuracy had not improved dramatically compared with established limitations. The study exposes tradeoffs that are difficult to see from visually plausible streamlines alone. Its conclusions concern the tested implementations and reference conditions, rather than establishing that every future or anatomically constrained method must perform similarly.

Main findings

  • Nine groups submitted 176 tractography results across three independent validation datasets.
  • Persistent anatomical inaccuracies were observed in both phantom and ex vivo brain tests.
  • Modern methodological advances did not produce a dramatic overall improvement in the evaluated anatomical accuracy.
Tractography submissions reconstructed the same validation pathways with markedly different spatial extents.
Kurt G. Schilling et al. (2019), Figure 2. Tractography submissions reconstructed the same validation pathways with markedly different spatial extents. Source · Select the figure to view at full size.

Cite this work

Kurt G. Schilling et al. · Last author: Bennett A. Landman (2019). Limits to anatomical accuracy of diffusion tractography using modern approaches. NeuroImage. https://doi.org/10.1016/j.neuroimage.2018.10.029

This page summarizes the work; consult the original article for the complete methods, results, and qualifications.