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Models/PIXIE

PIXIE

Reported on 87 benchmarks across 10 tasks · 1 paper · 1 SOTA

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

Computer Vision58 results

  • ReconstructiononExpressive hands and faces dataset (EHF)
    PA V2V (mm), whole body· 2021-05-11
    55
    best: 57.5 (FrankMocap)
    SOTA
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    MPJPE, left hand· 2021-05-11
    11.7
    best: 13.5 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    MPJPE-14· 2021-05-11
    61.5
    best: 87.6 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    PA V2V (mm), body only· 2021-05-11
    53
    best: 75.4 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    PA V2V (mm), face· 2021-05-11
    4.6
    best: 5.8 (Hand4Whole)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    PA V2V (mm), left hand· 2021-05-11
    11.2
    best: 13.1 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    TR V2V (mm), body only· 2021-05-11
    75.8
    best: 116.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    TR V2V (mm), face· 2021-05-11
    14.2
    best: 15.9 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    TR V2V (mm), left hand· 2021-05-11
    25.6
    best: 32.1 (FrankMocap)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    TR V2V (mm), whole body· 2021-05-11
    67.6
    best: 93 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    mean P2S· 2021-05-11
    29.9
    best: 36.8 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononExpressive hands and faces dataset (EHF)
    median P2S· 2021-05-11
    18.4
    best: 23 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    B-MPJPE· 2021-05-11
    140.3
    best: 182.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    B-MVE· 2021-05-11
    142.2
    best: 187 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    B-NMJE· 2021-05-11
    171.1
    best: 256.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    B-NMVE· 2021-05-11
    173.4
    best: 263.3 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    F-MPJPE· 2021-05-11
    54.5
    best: 55.2 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    F-MVE· 2021-05-11
    50.2
    best: 51.1 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    FB-MPJPE· 2021-05-11
    189.3
    best: 231.8 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    FB-MVE· 2021-05-11
    191.8
    best: 236.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    FB-NMJE· 2021-05-11
    230.9
    best: 326.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • ReconstructiononAGORA
    FB-NMVE· 2021-05-11
    233.9
    best: 333.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    B-MPJPE· 2021-05-11
    140.3
    best: 182.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    B-MVE· 2021-05-11
    142.2
    best: 187 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    B-NMJE· 2021-05-11
    171.1
    best: 256.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    B-NMVE· 2021-05-11
    173.4
    best: 263.3 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    F-MPJPE· 2021-05-11
    54.5
    best: 55.2 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    F-MVE· 2021-05-11
    50.2
    best: 51.1 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    FB-MPJPE· 2021-05-11
    189.3
    best: 231.8 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    FB-MVE· 2021-05-11
    191.8
    best: 236.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    FB-NMJE· 2021-05-11
    230.9
    best: 326.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Human Pose EstimationonAGORA
    FB-NMVE· 2021-05-11
    233.9
    best: 333.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    B-MPJPE· 2021-05-11
    140.3
    best: 182.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    B-MVE· 2021-05-11
    142.2
    best: 187 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    B-NMJE· 2021-05-11
    171.1
    best: 256.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    B-NMVE· 2021-05-11
    173.4
    best: 263.3 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    F-MPJPE· 2021-05-11
    54.5
    best: 55.2 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    F-MVE· 2021-05-11
    50.2
    best: 51.1 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    FB-MPJPE· 2021-05-11
    189.3
    best: 231.8 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    FB-MVE· 2021-05-11
    191.8
    best: 236.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    FB-NMJE· 2021-05-11
    230.9
    best: 326.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Pose EstimationonAGORA
    FB-NMVE· 2021-05-11
    233.9
    best: 333.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Face ReconstructiononNoW Benchmark
    Mean Reconstruction Error (mm)· 2021-05-11
    1.49
    best: 1.01 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Face ReconstructiononNoW Benchmark
    Median Reconstruction Error· 2021-05-11
    1.18
    best: 0.81 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Face ReconstructiononNoW Benchmark
    Stdev Reconstruction Error (mm)· 2021-05-11
    1.25
    best: 0.84 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    B-MPJPE· 2021-05-11
    140.3
    best: 182.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    B-MVE· 2021-05-11
    142.2
    best: 187 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    B-NMJE· 2021-05-11
    171.1
    best: 256.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    B-NMVE· 2021-05-11
    173.4
    best: 263.3 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    F-MPJPE· 2021-05-11
    54.5
    best: 55.2 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    F-MVE· 2021-05-11
    50.2
    best: 51.1 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    FB-MPJPE· 2021-05-11
    189.3
    best: 231.8 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    FB-MVE· 2021-05-11
    191.8
    best: 236.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    FB-NMJE· 2021-05-11
    230.9
    best: 326.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Multi-Person Pose EstimationonAGORA
    FB-NMVE· 2021-05-11
    233.9
    best: 333.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Face ReconstructiononNoW Benchmark
    Mean Reconstruction Error (mm)· 2021-05-11
    1.49
    best: 1.01 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Face ReconstructiononNoW Benchmark
    Median Reconstruction Error· 2021-05-11
    1.18
    best: 0.81 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Face ReconstructiononNoW Benchmark
    Stdev Reconstruction Error (mm)· 2021-05-11
    1.25
    best: 0.84 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301

Methodology13 results

  • 3DonAGORA
    B-MPJPE· 2021-05-11
    140.3
    best: 182.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    B-MVE· 2021-05-11
    142.2
    best: 187 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    B-NMJE· 2021-05-11
    171.1
    best: 256.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    B-NMVE· 2021-05-11
    173.4
    best: 263.3 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    F-MPJPE· 2021-05-11
    54.5
    best: 55.2 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    F-MVE· 2021-05-11
    50.2
    best: 51.1 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    FB-MPJPE· 2021-05-11
    189.3
    best: 231.8 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    FB-MVE· 2021-05-11
    191.8
    best: 236.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    FB-NMJE· 2021-05-11
    230.9
    best: 326.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonAGORA
    FB-NMVE· 2021-05-11
    233.9
    best: 333.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonNoW Benchmark
    Mean Reconstruction Error (mm)· 2021-05-11
    1.49
    best: 1.01 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonNoW Benchmark
    Median Reconstruction Error· 2021-05-11
    1.18
    best: 0.81 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3DonNoW Benchmark
    Stdev Reconstruction Error (mm)· 2021-05-11
    1.25
    best: 0.84 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301

Audio10 results

  • 1 Image, 2*2 StitchionAGORA
    B-MPJPE· 2021-05-11
    140.3
    best: 182.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    B-MVE· 2021-05-11
    142.2
    best: 187 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    B-NMJE· 2021-05-11
    171.1
    best: 256.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    B-NMVE· 2021-05-11
    173.4
    best: 263.3 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    F-MPJPE· 2021-05-11
    54.5
    best: 55.2 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    F-MVE· 2021-05-11
    50.2
    best: 51.1 (ExPose)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    FB-MPJPE· 2021-05-11
    189.3
    best: 231.8 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    FB-MVE· 2021-05-11
    191.8
    best: 236.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    FB-NMJE· 2021-05-11
    230.9
    best: 326.5 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 1 Image, 2*2 StitchionAGORA
    FB-NMVE· 2021-05-11
    233.9
    best: 333.1 (SMPLify-X)
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301

Music3 results

  • Facial Recognition and ModellingonNoW Benchmark
    Mean Reconstruction Error (mm)· 2021-05-11
    1.49
    best: 1.01 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Facial Recognition and ModellingonNoW Benchmark
    Median Reconstruction Error· 2021-05-11
    1.18
    best: 0.81 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • Facial Recognition and ModellingonNoW Benchmark
    Stdev Reconstruction Error (mm)· 2021-05-11
    1.25
    best: 0.84 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301

Medical3 results

  • 3D Face ModellingonNoW Benchmark
    Mean Reconstruction Error (mm)· 2021-05-11
    1.49
    best: 1.01 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Face ModellingonNoW Benchmark
    Median Reconstruction Error· 2021-05-11
    1.18
    best: 0.81 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301
  • 3D Face ModellingonNoW Benchmark
    Stdev Reconstruction Error (mm)· 2021-05-11
    1.25
    best: 0.84 (DenseLandmarks (Multi-view))
    Collaborative Regression of Expressive Bodies using ModerationarXiv:2105.05301