BIRL

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (10 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Kernel Density Bayesian Inverse Reinforcement Learning
  13 Mar 2023 1 repository listed Syntology ran 0 of 7 samples · 7 unverified
  In this work, we incorporate existing domain-specific data to achieve better posterior concentration rates.
• BIRL: Benchmark on Image Registration methods with Landmark validation
  31 Dec 2019 1 repository listed
  This report presents a generic image registration benchmark with automatic evaluation using landmark annotations.
• Benchmarking of image registration methods for differently stained histological slides
  11 Oct 2018 1 repository listed
  Image registration is a common task for many biomedical analysis applications.
• Deformable medical image registration: setting the state of the art with discrete methods
  15 Aug 2011 1 repository listed
  To cope with both iconic and geometric (landmark-based) registration, we introduce two graphical models, one for each subproblem.
• Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain
  1 Feb 2008 1 repository listed
  This comparison shows that, of the three methods tested, SyN's volume measurements are the most strongly correlated with volume measurements gained by expert labeling.
• Consistent and elastic registration of histological sections using vector-spline regularization
  12 May 2006 1 repository listed
  Here we present a new image registration algorithm for the alignment of histological sections that combines the ideas of B-spline based elastic registration and consistent image registration, to allow simultaneous…

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.