Codesota · Computer Vision · Document Understanding · DocLayNetTasks/Computer Vision/Document Understanding
Document Understanding · benchmark dataset · 2022 · EN

DocLayNet: A Large Human-Annotated Dataset for Document-Layout Analysis.

IBM dataset with 80,863 pages across 6 document categories (financial, scientific, patents, law, government, manuals). 11 layout element classes. Supersedes PubLayNet for general-purpose layout analysis.

Paper ↗Submit a result ↵
§ 01 · Leaderboard

Best published scores.

7 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.

Primary
mAP · higher is better
mAP· primary
7 rows
#ModelOrgSubmittedPaper / codemAP
01DocFormerv2-LargeOSSAdobe ResearchMar 2026arxiv-paper84.10
02DiT-L (Cascade R-CNN)OSSMicrosoft ResearchMar 2026arxiv-paper82.60
03LayoutLMv3-LargeOSSMicrosoft ResearchMar 2026arxiv-paper79.50
04DiT-LargeOSSMicrosoftMar 2026arxiv79.50
05LayoutLMv3OSSMicrosoftMar 2026arxiv76.80
06DINO (ResNet-50)OSSResearch (IDEA Research)Mar 2026arxiv-paper73.40
07YOLOv8-DocLayNetOSSResearchMar 2026official73.20
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 03 · Progress

1 steps
of state of the art.

Each row below marks a model that broke the previous record on mAP. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · mAP
  1. Mar 27, 2026DocFormerv2-LargeAdobe Research84.10
Fig 3 · SOTA-setting models only. 1 entries span Mar 2026 → Mar 2026.
§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies