ResearchResearch paperComputer Vision · Robotics & Embodied AI · Image, Video & 3D Generation1 source · Oct 14, 2026

A$^3$PreCore: Robust Rigid Registration for Native FLAIR-Space Brain-Mask Transfer

Reliable brain-mask transfer into native fluid-attenuated inversion recovery (FLAIR) space can fail when T1-to-FLAIR rigid registration is unstable.

Key points

  • We developed A$^3$PreCore, a six-degree-of-freedom rigid-registration strategy that aligns the full bias-corrected T1-weighted image to native FLAIR using normalized mutual information while preserving the established T1-space anatomical mask.
  • We also introduced extended quantitative quality control (E-QC), which characterizes mask extent, field-of-view-relative position, FLAIR intensity support, boundary support, inferior morphology, and pairwise geometric disagreement.
  • In 78 participants with paired T1-weighted and FLAIR imaging, A$^3$PreCore was compared with fslanat and the Brain Extraction Tool (BET).
  • These findings support A$^3$PreCore as a robust native-FLAIR brain-mask transfer strategy and E-QC as a complementary framework for multidimensional mask characterization and participant-specific geometric quality control.

Sources (1)

  • [1]A$^3$PreCore: Robust Rigid Registration for Native FLAIR-Space Brain-Mask Transfer
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 14, 05:48 PM
    Reliable brain-mask transfer into native fluid-attenuated inversion recovery (FLAIR) space can fail when T1-to-FLAIR rigid registration is unstable.
    We developed A$^3$PreCore, a six-degree-of-freedom rigid-registration strategy that aligns the full bias-corrected T1-weighted image to native FLAIR using normalized mutual information while preserving the established T1-space anatomical mask.

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