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Models/End-to-end variational network

End-to-end variational network

Reported on 16 benchmarks across 2 tasks · 1 paper · 16 SOTA

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

Medical16 results

  • Image ReconstructiononfastMRI Knee 4x
    PSNR· 2020-04-14
    40
    best: 40.2 (XPDNet)
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • Image ReconstructiononfastMRI Knee 4x
    SSIM· 2020-04-14
    0.93
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • Image ReconstructiononfastMRI Knee 8x
    PSNR· 2020-04-14
    37
    best: 37.3 (HUMUS-Net (train+val data))
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • Image ReconstructiononfastMRI Knee 8x
    SSIM· 2020-04-14
    0.89
    best: 0.8945 (HUMUS-Net (train+val data))
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • Image ReconstructiononfastMRI Brain 4x
    PSNR· 2020-04-14
    41
    best: 41.3 (XPDNet)
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • Image ReconstructiononfastMRI Brain 4x
    SSIM· 2020-04-14
    0.959
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • Image ReconstructiononfastMRI Brain 8x
    PSNR· 2020-04-14
    38
    best: 38.1 (XPDNet)
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • Image ReconstructiononfastMRI Brain 8x
    SSIM· 2020-04-14
    0.943
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Knee 4x
    PSNR· 2020-04-14
    40
    best: 40.2 (XPDNet)
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Knee 4x
    SSIM· 2020-04-14
    0.93
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Knee 8x
    PSNR· 2020-04-14
    37
    best: 37.3 (HUMUS-Net (train+val data))
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Knee 8x
    SSIM· 2020-04-14
    0.89
    best: 0.8945 (HUMUS-Net (train+val data))
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Brain 4x
    PSNR· 2020-04-14
    41
    best: 41.3 (XPDNet)
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Brain 4x
    SSIM· 2020-04-14
    0.959
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Brain 8x
    PSNR· 2020-04-14
    38
    best: 38.1 (XPDNet)
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688
  • MRI ReconstructiononfastMRI Brain 8x
    SSIM· 2020-04-14
    0.943
    SOTA
    End-to-End Variational Networks for Accelerated MRI ReconstructionarXiv:2004.06688