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Models/HUMUS-Net-L

HUMUS-Net-L

Reported on 8 benchmarks across 2 tasks · 1 paper · 8 SOTA

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
    0.0086
    best: 0.008 (PromptMR)
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • Image ReconstructiononfastMRI Knee Val 8x
    PSNR· 2022-03-15
    37.45
    best: 37.78 (PromptMR)
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • Image ReconstructiononfastMRI Knee Val 8x
    Params (M)· 2022-03-15
    228
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • Image ReconstructiononfastMRI Knee Val 8x
    SSIM· 2022-03-15
    0.8955
    best: 0.8983 (PromptMR)
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    NMSE· 2022-03-15
    0.0086
    best: 0.008 (PromptMR)
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    PSNR· 2022-03-15
    37.45
    best: 37.78 (PromptMR)
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    Params (M)· 2022-03-15
    228
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213
  • MRI ReconstructiononfastMRI Knee Val 8x
    SSIM· 2022-03-15
    0.8955
    best: 0.8983 (PromptMR)
    SOTA
    HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionarXiv:2203.08213