Codesota · Benchmark · Synapse Multi-Organ CTHome/Leaderboards/Synapse Multi-Organ CT
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Synapse Multi-Organ CT.

18 abdominal CT scans (2,212 axial slices) with 13 organ labels: aorta, gallbladder, spleen, left kidney, right kidney, liver, stomach, pancreas, and others. The most widely used benchmark for multi-organ CT segmentation. Part of the MICCAI 2015 Multi-Atlas Abdomen Labeling Challenge.

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§ 01 · SOTA history

Year over year.

§ 02 · Leaderboard

Results by metric.

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mean-dsc

Mean Dsc is the reported evaluation metric for Synapse Multi-Organ CT. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Trust tiers for mean-dscverifiedpapervendorcommunityunverified
RankModelTrustScoreYearLinksFix
01SegMamba
Mean DSC on Synapse 13-organ CT. Table 1, SegMamba arxiv:2401.13560.
verified86.452024Paper ↗Code ↗Looks wrong?
02MedNeXt-L
Mean DSC on Synapse 13-organ CT. Table 2, MedNeXt arxiv:2303.09975. Best published result on Synapse at time of publication (2023).
verified85.472023Paper ↗Code ↗Looks wrong?
03U-Mamba (Bot)
Mean DSC on Synapse 13-organ CT. Table 2, U-Mamba arxiv:2401.04722. Bot variant.
verified85.232024Paper ↗Code ↗Looks wrong?
04STU-Net-H
Mean DSC on Synapse 13-organ CT, 1.4B param variant. Table 5, STU-Net arxiv:2304.06716.
verified84.922023Paper ↗Code ↗Looks wrong?
05STU-Net-L
Mean DSC on Synapse 13-organ CT, 440M param variant. Table 5, STU-Net arxiv:2304.06716.
verified84.182023Paper ↗Code ↗Looks wrong?
06SegVol
Mean DSC on Synapse-like multi-organ CT. Table 2, SegVol arxiv:2311.13385.
verified83.062023Paper ↗Code ↗Looks wrong?
07nnU-Net v2
Mean DSC on Synapse 13-organ CT. nnU-Net v2 baseline reported in MedNeXt Table 2, arxiv:2303.09975.
verified82.472023Paper ↗Code ↗Looks wrong?
08nnFormer
Mean DSC on Synapse 13-organ CT. Table 1, nnFormer paper arxiv:2109.03201.
verified80.862021Paper ↗Code ↗Looks wrong?
09Swin UNETR
Mean DSC on Synapse multi-organ CT. Table 4, Swin UNETR arxiv:2201.01266.
verified79.132022Paper ↗Code ↗Looks wrong?
10TransUNet
Mean DSC on Synapse 13-organ CT. Table 1, TransUNet paper arxiv:2102.04306.
verified77.482021Paper ↗Code ↗Looks wrong?
11UNETR
Mean DSC on Synapse 13-organ CT. Table 3, UNETR arxiv:2110.02733.
verified74.522021Paper ↗Code ↗Looks wrong?
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