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Models/DiverseSampling

DiverseSampling

Reported on 21 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision7 results

  • Pose EstimationonHuman3.6M
    APD· 2022-07-15
    15310
    best: 19466 (TCD)
    SOTA
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • Pose EstimationonHuman3.6M
    CMD· 2022-07-15
    11.692
    SOTA
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • Pose EstimationonHuman3.6M
    ADE· 2022-07-15
    370
    best: 858 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • Pose EstimationonHuman3.6M
    FDE· 2022-07-15
    485
    best: 867 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • Pose EstimationonHuman3.6M
    FID· 2022-07-15
    2.083
    best: 0.209 (BeLFusion)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • Pose EstimationonHuman3.6M
    MMADE· 2022-07-15
    475
    best: 847 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • Pose EstimationonHuman3.6M
    MMFDE· 2022-07-15
    516
    best: 883 (MT-VAE)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351

Methodology7 results

  • 3DonHuman3.6M
    APD· 2022-07-15
    15310
    best: 19466 (TCD)
    SOTA
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 3DonHuman3.6M
    CMD· 2022-07-15
    11.692
    SOTA
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 3DonHuman3.6M
    ADE· 2022-07-15
    370
    best: 858 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 3DonHuman3.6M
    FDE· 2022-07-15
    485
    best: 867 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 3DonHuman3.6M
    FID· 2022-07-15
    2.083
    best: 0.209 (BeLFusion)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 3DonHuman3.6M
    MMADE· 2022-07-15
    475
    best: 847 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 3DonHuman3.6M
    MMFDE· 2022-07-15
    516
    best: 883 (MT-VAE)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351

Audio7 results

  • 1 Image, 2*2 StitchionHuman3.6M
    APD· 2022-07-15
    15310
    best: 19466 (TCD)
    SOTA
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 1 Image, 2*2 StitchionHuman3.6M
    CMD· 2022-07-15
    11.692
    SOTA
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 1 Image, 2*2 StitchionHuman3.6M
    ADE· 2022-07-15
    370
    best: 858 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 1 Image, 2*2 StitchionHuman3.6M
    FDE· 2022-07-15
    485
    best: 867 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 1 Image, 2*2 StitchionHuman3.6M
    FID· 2022-07-15
    2.083
    best: 0.209 (BeLFusion)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 1 Image, 2*2 StitchionHuman3.6M
    MMADE· 2022-07-15
    475
    best: 847 (HP-GAN)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351
  • 1 Image, 2*2 StitchionHuman3.6M
    MMFDE· 2022-07-15
    516
    best: 883 (MT-VAE)
    Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary SpacearXiv:2207.07351