help > Misalignment and deformation appearing only at denoising step
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Apr 8, 2026  03:04 PM | adrianrc - CNRS
Misalignment and deformation appearing only at denoising step

Dear CONN users,


I am encountering an issue with my preprocessing/denoising pipeline that I cannot explain.




Dataset:



  • Structural images: T1.nii (256×256×256, 1×1×1 mm)

  • Functional images: fmri.nii (96×96×54×400 volumes, 2.5×2.5×2.5 mm)

  • N = 100 subjects




Pipeline:



  • Default CONN preprocessing pipeline

  • No custom modifications




Preprocessing results:



  • Functional (smoothed, MNI space): swaufmri.nii (91×109×91×400, 2×2×2 mm)

  • Structural (MNI space): wc0T1.nii (181×217×181, 1×1×1 mm)


The preprocessing step completes successfully for all subjects with no errors.


Importantly:



  • swaufmri.nii and wc0T1.nii are perfectly aligned for every subject

  • Same origin

  • Alignment verified using SPM CheckReg and MRIcroGL




Issue:
The problem appears only at the denoising step:



  1. In the CONN denoising viewer:

    • Functional and structural images appear strongly misaligned (Fig. 1)

    • In some cases, the functional images look visibly deformed



  2. After denoising:

    • The resulting dswaufmri.nii images appear distorted (Fig. 2)

    • This deformation was not present in any earlier preprocessing outputs



  3. No error messages are produced at any stage
  4. Final connectivity results are clearly invalid


FIGURE 1


 



FIGURE 2




Importantly:



  • All preprocessing outputs (including swaufmri.nii) look correct outside CONN (Fig. 3)

  • The issue seems to appear only within CONN at the denoising stage and in the resulting dswaufmri.nii files



FIGURE 3




Questions:



  • Are there known issues that could produce deformation at this stage without triggering errors?




Any suggestions or similar experiences would be greatly appreciated.


Thank you very much for your help.