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Models/ADL

ADL

Reported on 17 benchmarks across 3 tasks · 3 papers · 10 SOTA

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

Computer Vision10 results

  • DenoisingonCBSD68 sigma15
    PSNR· 2022-04-29
    34.61
    best: 34.64 (AKDT)
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • DenoisingonCBSD68 sigma25
    PSNR· 2022-04-29
    31.78
    best: 31.94 (AKDT)
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • DenoisingonCBSD68 sigma35
    PSNR· 2022-04-29
    30.24
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • DenoisingonBSD68 sigma50
    PSNR· 2022-04-29
    26.87
    best: 30.08 (MaIR+)
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • Object Localizationon CUB-200-2011
    MaxBoxAccV2· 2019-08-27
    66.3
    best: 90.9 (DiPS)
    SOTA
    Attention-based Dropout Layer for Weakly Supervised Object LocalizationarXiv:1908.10028
  • Object Localizationon CUB-200-2011
    Top-1 Error Rate· 2019-08-27
    37.71
    best: 34.8 (ART)
    SOTA
    Attention-based Dropout Layer for Weakly Supervised Object LocalizationarXiv:1908.10028
  • DenoisingonCBSD68 sigma50
    PSNR· 2022-04-29
    29.02
    best: 29.39 (IPT)
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • DenoisingonBSD68 sigma15
    PSNR· 2022-04-29
    32.11
    best: 34.01 (RIDNet)
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • DenoisingonBSD68 sigma25
    PSNR· 2022-04-29
    29.5
    best: 31.37 (RIDNet)
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • Object LocalizationonTiny ImageNet
    Top-1 Localization Accuracy· 2018-02-22
    36
    best: 43.34 (InfoCAM)
    Improved Techniques For Weakly-Supervised Object LocalizationarXiv:1802.07888

Adversarial7 results

  • 3D ArchitectureonCBSD68 sigma15
    PSNR· 2022-04-29
    34.61
    best: 34.64 (AKDT)
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • 3D ArchitectureonCBSD68 sigma25
    PSNR· 2022-04-29
    31.78
    best: 31.94 (AKDT)
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • 3D ArchitectureonCBSD68 sigma35
    PSNR· 2022-04-29
    30.24
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • 3D ArchitectureonBSD68 sigma50
    PSNR· 2022-04-29
    26.87
    best: 30.08 (MaIR+)
    SOTA
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • 3D ArchitectureonCBSD68 sigma50
    PSNR· 2022-04-29
    29.02
    best: 29.39 (IPT)
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • 3D ArchitectureonBSD68 sigma15
    PSNR· 2022-04-29
    32.11
    best: 34.01 (RIDNet)
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100
  • 3D ArchitectureonBSD68 sigma25
    PSNR· 2022-04-29
    29.5
    best: 31.37 (RIDNet)
    Adversarial Distortion Learning for Medical Image DenoisingarXiv:2204.14100