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CREMI sections, known in-plane deformation

A section of a serial-section TEM volume of an adult Drosophila brain (CREMI test volumes A+, B+, C+) paired with a known smooth deformation of itself: it measures the recovery of a known in-plane warp, not the alignment of adjacent sections.

10 test pairsdrosophila brainsame sectionfixed ELECTRON MICROSCOPY, moving ELECTRON MICROSCOPY2D, distances in nmdelivered alignedresearch only
Read before comparing (5)
  • Truth. Both sides are the same original section before the warp, since a known warp applied to a neighbouring section would not make its correspondence exact. The points lie at least 20 pixels (80 nm) inside every border, beyond the 16-pixel (64 nm) bound on each deformation component.
  • Units. The HDF5 attribute gives 4 nm a pixel in the plane, so coordinates and distances are in nanometres; the build fields amplitude_mm and spacing_mm hold nanometres here (16 and 64 pixels, SNEMI3D's warp in pixels).
  • Volumes. Only the test volumes A+, B+ and C+, released without labels, are read: the labelled training volumes A, B and C are the segmentation set CREMIClefts, so no image is in both: no section of the six volumes matches another volume's (correlation at most 0.43, where a section sharing 30% of its area scores 1). Four blank or degraded sections are held out (A+ 51, B+ 44, C+ 14 and 74).
  • Start. With no registration the mean landmark error of a test section is 20.2 to 25.1 nm (5.1 to 6.3 pixels), median 22.2 nm. Fixed and moving are one image before the warp, so the line checks a method's convention and interpolation more than it separates methods.
  • Licence. cremi.org states no licence: ask before any use beyond research.

No method has a result on every pair of this dataset yet.

Pair by pair

Click a score to look at that result: the fixed image, and over it the moving image after registration, with the annotations. Underlined scores have their image; for the others you see the pair without the result. A green cell gained against no registration on that pair, a red one lost.

About the data

Test pairs
10 test sections drawn with seed 2026 from the provider's three test volumes, stratified by volume, and 10 development sections from the same volumes, none within ten sections of a test or another development section. All six CREMI volumes are cut-outs of one fly brain: a synthetic track, not an animal-independent split.
Truth
landmarks a known deformation One hundred interior image points paired through the inverse of the corpus-added B-spline deformation of that same section.
Licence
none stated: cremi.org offers the volumes for download and names no terms
10 pairs for tuning, never tested

Bplus_z033, Cplus_z025, Aplus_z121, Bplus_z114, Cplus_z097, Aplus_z044, Bplus_z064, Aplus_z016, Cplus_z109, Cplus_z007