TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/HUMUS-Net

HUMUS-Net

Reported on 8 benchmarks across 2 tasks · 1 paper

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

Medical8 results

  • Image ReconstructiononfastMRI Knee Val 8x
    NMSE· 2022-03-15
    0.009
    best: 0.008 (PromptMR)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • Image ReconstructiononfastMRI Knee Val 8x
    PSNR· 2022-03-15
    37.2
    best: 37.78 (PromptMR)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • Image ReconstructiononfastMRI Knee Val 8x
    Params (M)· 2022-03-15
    109
    best: 228 (HUMUS-Net-L)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • Image ReconstructiononfastMRI Knee Val 8x
    SSIM· 2022-03-15
    0.8946
    best: 0.8983 (PromptMR)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    NMSE· 2022-03-15
    0.009
    best: 0.008 (PromptMR)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    PSNR· 2022-03-15
    37.2
    best: 37.78 (PromptMR)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    Params (M)· 2022-03-15
    109
    best: 228 (HUMUS-Net-L)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    SSIM· 2022-03-15
    0.8946
    best: 0.8983 (PromptMR)
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213