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Models/DMPHN

DMPHN

Reported on 30 benchmarks across 7 tasks · 1 paper · 12 SOTA

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

Audio10 results

  • 10-shot image generationonRealBlur-R (trained on GoPro)
    SSIM (sRGB)· 2019-04-06
    0.948
    best: 0.961 (ALGNet)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 10-shot image generationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2019-04-06
    29.09
    best: 32.83 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 10-shot image generationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2019-04-06
    0.924
    best: 0.956 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 10-shot image generationonGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 35.98 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 10-shot image generationonGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.9792 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 10-shot image generationonHIDE (trained on GOPRO)
    Params (M)· 2019-04-06
    7.23
    best: 50.88 (Uformer-B)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 10-shot image generationonGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 35.98 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 10-shot image generationonGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.9792 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 1 Image, 2*2 StitchionGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 34.6 (AdaRevD)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 1 Image, 2*2 StitchionGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.972 (AdaRevD)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468

Computer Vision8 results

  • DeblurringonRealBlur-R (trained on GoPro)
    SSIM (sRGB)· 2019-04-06
    0.948
    best: 0.961 (ALGNet)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2019-04-06
    29.09
    best: 32.83 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2019-04-06
    0.924
    best: 0.956 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • DeblurringonGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 35.98 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • DeblurringonGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.9792 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • DeblurringonHIDE (trained on GOPRO)
    Params (M)· 2019-04-06
    7.23
    best: 50.88 (Uformer-B)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • Image DeblurringonGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 34.6 (AdaRevD)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • Image DeblurringonGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.972 (AdaRevD)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468

Methodology8 results

  • 2D ClassificationonRealBlur-R (trained on GoPro)
    SSIM (sRGB)· 2019-04-06
    0.948
    best: 0.961 (ALGNet)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 2D ClassificationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2019-04-06
    29.09
    best: 32.83 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 2D ClassificationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2019-04-06
    0.924
    best: 0.956 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 2D ClassificationonGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 35.98 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 2D ClassificationonGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.9792 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 2D ClassificationonHIDE (trained on GOPRO)
    Params (M)· 2019-04-06
    7.23
    best: 50.88 (Uformer-B)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 16konGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 34.6 (AdaRevD)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • 16konGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.972 (AdaRevD)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468

Computer Code6 results

  • Blind Image DeblurringonRealBlur-R (trained on GoPro)
    SSIM (sRGB)· 2019-04-06
    0.948
    best: 0.961 (ALGNet)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2019-04-06
    29.09
    best: 32.83 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2019-04-06
    0.924
    best: 0.956 (MAXIM)
    SOTA
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • Blind Image DeblurringonGoPro
    PSNR· uses extra data· 2019-04-06
    31.5
    best: 35.98 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • Blind Image DeblurringonGoPro
    SSIM· uses extra data· 2019-04-06
    0.9483
    best: 0.9792 (BSSTNet)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    Params (M)· 2019-04-06
    7.23
    best: 50.88 (Uformer-B)
    Deep Stacked Hierarchical Multi-patch Network for Image DeblurringarXiv:1904.03468