Medical Procedure

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

2 datasets 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 (23 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.

• Diverse Image Generation with Diffusion Models and Cross Class Label Learning for Polyp Classification
  8 Feb 2025 1 repository listed
  For precise classification and early diagnosis of such polyps, the medical procedure of colonoscopy has been widely adopted paired with various imaging techniques, including narrow band imaging and white light imaging.
• MeVGAN: GAN-based Plugin Model for Video Generation with Applications in Colonoscopy
  7 Nov 2023 1 repository listed
  However, video generation of high-resolution data is a very demanding task for generative models, due to the large need for memory.
• Probabilistic 3D segmentation for aleatoric uncertainty quantification in full 3D medical data
  1 May 2023 1 repository listed
  To this end, we have developed a 3D probabilistic segmentation framework augmented with NFs, to enable capturing the distributions of various complexity.
• BanglaBioMed: A Biomedical Named-Entity Annotated Corpus for Bangla (Bengali)
  1 May 2022 1 repository listed
  Recognizing biomedical entities in the text has significance in biomedical and health science research, as it benefits myriad downstream tasks, including entity linking, relation extraction, or entity resolution.
• Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration
  8 Feb 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Outcome prediction from clinical text can prevent doctors from overlooking possible risks and help hospitals to plan capacities.

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.