Kidney Function

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

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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

Most implemented papers archive 2025-07-28

5 shown of 5 papers with code (29 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.

• Yet Another ICU Benchmark: A Flexible Multi-Center Framework for Clinical ML
  8 Jun 2023 4 repositories listed Syntology ran 3 of 25 samples · 22 unverified
  Datasets and code are not always published, and cohort definitions, preprocessing pipelines, and training setups are difficult to reproduce.
• MLC at HECKTOR 2022: The Effect and Importance of Training Data when Analyzing Cases of Head and Neck Tumors using Machine Learning
  30 Nov 2022 1 repository listed
  We proposed two approaches; one using only the CT scans to make predictions and another using a combination of the CT and PET scans.
• Performance Analysis of Machine Learning Algorithms in Chronic Kidney Disease Prediction
  22 Nov 2022 1 repository listed
  Kidneys are the filter of the human body.
• HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
  16 Nov 2021 1 repository listed Syntology ran 4 of 8 samples · 4 unverified
  The recent success of machine learning methods applied to time series collected from Intensive Care Units (ICU) exposes the lack of standardized machine learning benchmarks for developing and comparing such methods.
• Kidney segmentation in neck-to-knee body MRI of 40,000 UK Biobank participants
  12 Jun 2020 1 repository listed
  In this work, a pipeline for automated segmentation of parenchymal kidney volume in UK Biobank neck-to-knee body MRI is proposed.

Syntology lines on 2 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.