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Models/FeatherNet

FeatherNet

Reported on 24 benchmarks across 8 tasks · 1 paper · 16 SOTA

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

Computer Vision12 results

  • Depth EstimationonSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Depth EstimationonSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Face ReconstructiononSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Face ReconstructiononSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • 3D Face ReconstructiononSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • 3D Face ReconstructiononSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Depth And Camera MotiononSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Depth And Camera MotiononSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Depth EstimationonCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Face ReconstructiononCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • 3D Face ReconstructiononCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Depth And Camera MotiononCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290

Music3 results

  • Facial Recognition and ModellingonSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Facial Recognition and ModellingonSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Facial Recognition and ModellingonCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290

Robots3 results

  • Visual OdometryonSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Visual OdometryonSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • Visual OdometryonCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290

Methodology3 results

  • 3DonSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • 3DonSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • 3DonCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290

Medical3 results

  • 3D Face ModellingonSiW-Enroll5
    AUC· 2019-04-22
    98.9
    best: 99.2 (ResNet18 Personalized)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • 3D Face ModellingonSiW (Protocol 3)
    ACER· 2019-04-22
    31.1
    best: 21.7 (FasTCo + OAP)
    SOTA
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290
  • 3D Face ModellingonCelebA-Spoof-Enroll5
    AUC· 2019-04-22
    97.1
    best: 99.2 (ResNet 18 Personalized)
    FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofingarXiv:1904.09290