Codesota · Medical · Medical Image Segmentation · BTCVTasks/Medical/Medical Image Segmentation
Medical Image Segmentation · benchmark dataset · 2015 · EN

Beyond The Cranial Vault Multi-Organ CT Segmentation.

30 abdominal CT scans with 13 organ annotations. MICCAI 2015 challenge hosted on Synapse platform.

Paper ↗Download datasetSubmit a result ↵
§ 01 · Leaderboard

Best published scores.

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

Primary
mean-dsc · higher is better
mean-dsc· primary
6 rows
#ModelOrgSubmittedPaper / codemean-dsc
01STU-Net-HOSSZiyan Huang et al.Apr 2023STU-Net: Scalable and Transferable Medical Image Segment… · code85.38
02STU-Net-LOSSZiyan Huang et al.Apr 2023STU-Net: Scalable and Transferable Medical Image Segment… · code83.54
03nnU-Net v2OSSGerman Cancer Research Center (DKFZ)Apr 2023STU-Net: Scalable and Transferable Medical Image Segment… · code81.81
04Swin UNETROSSNVIDIA (MONAI)Jan 2022Self-Supervised Pre-Training of Swin Transformers for 3D… · code79.13
05SAM-Med3DOSSUniversity Medical Center Hamburg-Eppendorf et al.Aug 2023SAM-Med3D: Towards General-purpose Segmentation Models f… · code78.94
06UNETROSSNVIDIA (MONAI)Oct 2021UNETR: Transformers for 3D Medical Image Segmentation · code74.52
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

3 steps
of state of the art.

Each row below marks a model that broke the previous record on mean-dsc. 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 · mean-dsc
  1. Oct 6, 2021UNETRNVIDIA (MONAI)74.52
  2. Jan 4, 2022Swin UNETRNVIDIA (MONAI)79.13
  3. Apr 13, 2023STU-Net-HZiyan Huang et al.85.38
Fig 3 · SOTA-setting models only. 3 entries span Oct 2021 → Apr 2023.
§ 04 · Literature

4 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 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