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Models/MiVOLO-D1

MiVOLO-D1

Reported on 59 benchmarks across 8 tasks · 1 paper · 59 SOTA

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

Computer Vision27 results

  • Face ReconstructiononLAGENDA
    MAE· uses extra data· 2023-07-10
    3.99
    best: 3.65 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononAgeDB
    MAE· uses extra data· 2023-07-10
    5.55
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononIMDB-Clean
    Average mean absolute error· uses extra data· 2023-07-10
    4.09
    best: 3.97 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononUTKFace
    MAE· uses extra data· 2023-07-10
    3.7
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononAgeDB
    Accuracy· uses extra data· 2023-07-10
    98.3
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononLAGENDA
    Accuracy· uses extra data· 2023-07-10
    97.36
    best: 97.99 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononFairFace
    age-top1· uses extra data· 2023-07-10
    61.07
    best: 62.28 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononFairFace
    gender-top1· uses extra data· 2023-07-10
    95.73
    best: 97.5 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononAdience Gender
    Accuracy (5-fold)· uses extra data· 2023-07-10
    96.51
    best: 97.39 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Face ReconstructiononAdience Age
    Accuracy (5-fold)· uses extra data· 2023-07-10
    68.69
    best: 84.91 (ViT-hSeq)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononLAGENDA
    MAE· uses extra data· 2023-07-10
    3.99
    best: 3.65 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononAgeDB
    MAE· uses extra data· 2023-07-10
    5.55
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononIMDB-Clean
    Average mean absolute error· uses extra data· 2023-07-10
    4.09
    best: 3.97 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononUTKFace
    MAE· uses extra data· 2023-07-10
    3.7
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononAgeDB
    Accuracy· uses extra data· 2023-07-10
    98.3
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononLAGENDA
    Accuracy· uses extra data· 2023-07-10
    97.36
    best: 97.99 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononFairFace
    age-top1· uses extra data· 2023-07-10
    61.07
    best: 62.28 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononFairFace
    gender-top1· uses extra data· 2023-07-10
    95.73
    best: 97.5 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononAdience Gender
    Accuracy (5-fold)· uses extra data· 2023-07-10
    96.51
    best: 97.39 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ReconstructiononAdience Age
    Accuracy (5-fold)· uses extra data· 2023-07-10
    68.69
    best: 84.91 (ViT-hSeq)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age and Gender EstimationonLAGENDA gender
    Accuracy· uses extra data· 2023-07-10
    97.36
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age and Gender EstimationonLAGENDA age
    CS@5· uses extra data· 2023-07-10
    71.27
    best: 74.48 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age and Gender EstimationonLAGENDA age
    MAE· uses extra data· 2023-07-10
    3.99
    best: 3.65 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age EstimationonLAGENDA
    MAE· uses extra data· 2023-07-10
    3.99
    best: 3.65 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age EstimationonAgeDB
    MAE· uses extra data· 2023-07-10
    5.55
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age EstimationonIMDB-Clean
    Average mean absolute error· uses extra data· 2023-07-10
    4.09
    best: 3.97 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age EstimationonUTKFace
    MAE· uses extra data· 2023-07-10
    3.7
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616

Music10 results

  • Facial Recognition and ModellingonLAGENDA
    MAE· uses extra data· 2023-07-10
    3.99
    best: 3.65 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonAgeDB
    MAE· uses extra data· 2023-07-10
    5.55
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonIMDB-Clean
    Average mean absolute error· uses extra data· 2023-07-10
    4.09
    best: 3.97 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonUTKFace
    MAE· uses extra data· 2023-07-10
    3.7
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonAgeDB
    Accuracy· uses extra data· 2023-07-10
    98.3
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonLAGENDA
    Accuracy· uses extra data· 2023-07-10
    97.36
    best: 97.99 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonFairFace
    age-top1· uses extra data· 2023-07-10
    61.07
    best: 62.28 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonFairFace
    gender-top1· uses extra data· 2023-07-10
    95.73
    best: 97.5 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonAdience Gender
    Accuracy (5-fold)· uses extra data· 2023-07-10
    96.51
    best: 97.39 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Facial Recognition and ModellingonAdience Age
    Accuracy (5-fold)· uses extra data· 2023-07-10
    68.69
    best: 84.91 (ViT-hSeq)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616

Methodology10 results

  • 3DonLAGENDA
    MAE· uses extra data· 2023-07-10
    3.99
    best: 3.65 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonAgeDB
    MAE· uses extra data· 2023-07-10
    5.55
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonIMDB-Clean
    Average mean absolute error· uses extra data· 2023-07-10
    4.09
    best: 3.97 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonUTKFace
    MAE· uses extra data· 2023-07-10
    3.7
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonAgeDB
    Accuracy· uses extra data· 2023-07-10
    98.3
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonLAGENDA
    Accuracy· uses extra data· 2023-07-10
    97.36
    best: 97.99 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonFairFace
    age-top1· uses extra data· 2023-07-10
    61.07
    best: 62.28 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonFairFace
    gender-top1· uses extra data· 2023-07-10
    95.73
    best: 97.5 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonAdience Gender
    Accuracy (5-fold)· uses extra data· 2023-07-10
    96.51
    best: 97.39 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3DonAdience Age
    Accuracy (5-fold)· uses extra data· 2023-07-10
    68.69
    best: 84.91 (ViT-hSeq)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616

Medical10 results

  • 3D Face ModellingonLAGENDA
    MAE· uses extra data· 2023-07-10
    3.99
    best: 3.65 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonAgeDB
    MAE· uses extra data· 2023-07-10
    5.55
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonIMDB-Clean
    Average mean absolute error· uses extra data· 2023-07-10
    4.09
    best: 3.97 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonUTKFace
    MAE· uses extra data· 2023-07-10
    3.7
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonAgeDB
    Accuracy· uses extra data· 2023-07-10
    98.3
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonLAGENDA
    Accuracy· uses extra data· 2023-07-10
    97.36
    best: 97.99 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonFairFace
    age-top1· uses extra data· 2023-07-10
    61.07
    best: 62.28 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonFairFace
    gender-top1· uses extra data· 2023-07-10
    95.73
    best: 97.5 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonAdience Gender
    Accuracy (5-fold)· uses extra data· 2023-07-10
    96.51
    best: 97.39 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • 3D Face ModellingonAdience Age
    Accuracy (5-fold)· uses extra data· 2023-07-10
    68.69
    best: 84.91 (ViT-hSeq)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616

Natural Language Processing2 results

  • Age And Gender ClassificationonAdience Gender
    Accuracy (5-fold)· uses extra data· 2023-07-10
    96.51
    best: 97.39 (MiVOLO-V2)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616
  • Age And Gender ClassificationonAdience Age
    Accuracy (5-fold)· uses extra data· 2023-07-10
    68.69
    best: 84.91 (ViT-hSeq)
    SOTA
    MiVOLO: Multi-input Transformer for Age and Gender EstimationarXiv:2307.04616