nnFormer

Reported on 4 benchmarks across 1 task · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical4 results

Medical Image SegmentationonAutomatic Cardiac Diagnosis Challenge (ACDC)
Avg DSC· 2021-09-07
92.06
best: 94.26 (FCT)
SOTA
nnFormer: Interleaved Transformer for Volumetric Segmentation arXiv:2109.03201
Medical Image SegmentationonSynapse
Dice score· 2021-09-07
0.874
SOTA
nnFormer: Interleaved Transformer for Volumetric Segmentation arXiv:2109.03201
Medical Image SegmentationonSynapse multi-organ CT
Avg DSC· uses extra data· 2021-09-07
86.57
best: 90.66 (Interactive AI-SAM gt box)
nnFormer: Interleaved Transformer for Volumetric Segmentation arXiv:2109.03201
Medical Image SegmentationonSynapse multi-organ CT
Avg HD· uses extra data· 2021-09-07
10.63
best: 31.69 (TransUNet)
nnFormer: Interleaved Transformer for Volumetric Segmentation arXiv:2109.03201