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Models/MLD

MLD

Reported on 64 benchmarks across 4 tasks · 1 paper · 28 SOTA

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

Audio32 results

  • 10-shot image generationonHumanML3D
    FID· 2022-12-08
    0.473
    best: 0.028 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonMotion-X
    FID· 2022-12-08
    3.407
    best: 1.174 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonMotion-X
    TMR-Matching Score· 2022-12-08
    0.883
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonMotion-X
    TMR-R-Precision Top3· 2022-12-08
    0.683
    best: 0.703 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonHumanAct12
    FID· 2022-12-08
    0.077
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonHumanAct12
    Multimodality· 2022-12-08
    2.824
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonKIT Motion-Language
    FID· 2022-12-08
    0.404
    best: 0.131 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonHumanML3D
    FID· 2022-12-08
    0.473
    best: 0.028 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonMotion-X
    FID· 2022-12-08
    3.407
    best: 1.174 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonMotion-X
    TMR-Matching Score· 2022-12-08
    0.883
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonMotion-X
    TMR-R-Precision Top3· 2022-12-08
    0.683
    best: 0.703 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonHumanAct12
    FID· 2022-12-08
    0.077
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonHumanAct12
    Multimodality· 2022-12-08
    2.824
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonKIT Motion-Language
    FID· 2022-12-08
    0.404
    best: 0.131 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonHumanML3D
    Diversity· 2022-12-08
    9.724
    best: 23.692 (Diffuion Motion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonHumanML3D
    Multimodality· 2022-12-08
    2.413
    best: 4.139 (TM2D (t2m))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonHumanML3D
    R Precision Top3· 2022-12-08
    0.772
    best: 0.842 (MotionPCM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonMotion-X
    Diversity· 2022-12-08
    10.42
    best: 11.4 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonMotion-X
    MModality· 2022-12-08
    2.448
    best: 2.53 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonHumanAct12
    Accuracy· 2022-12-08
    0.964
    best: 0.99 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonKIT Motion-Language
    Diversity· 2022-12-08
    10.8
    best: 11.198 (T2M-GPT (τ = 0))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonKIT Motion-Language
    Multimodality· 2022-12-08
    2.192
    best: 3.627 (GraphMotion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 10-shot image generationonKIT Motion-Language
    R Precision Top3· 2022-12-08
    0.734
    best: 0.803 (BiPO)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonHumanML3D
    Diversity· 2022-12-08
    9.724
    best: 23.692 (Diffuion Motion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonHumanML3D
    Multimodality· 2022-12-08
    2.413
    best: 4.139 (TM2D (t2m))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonHumanML3D
    R Precision Top3· 2022-12-08
    0.772
    best: 0.842 (MotionPCM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonMotion-X
    Diversity· 2022-12-08
    10.42
    best: 11.4 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonMotion-X
    MModality· 2022-12-08
    2.448
    best: 2.53 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonHumanAct12
    Accuracy· 2022-12-08
    0.964
    best: 0.99 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonKIT Motion-Language
    Diversity· 2022-12-08
    10.8
    best: 11.198 (T2M-GPT (τ = 0))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonKIT Motion-Language
    Multimodality· 2022-12-08
    2.192
    best: 3.627 (GraphMotion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • 3D Human Pose TrackingonKIT Motion-Language
    R Precision Top3· 2022-12-08
    0.734
    best: 0.803 (BiPO)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048

Computer Vision16 results

  • Pose TrackingonHumanML3D
    FID· 2022-12-08
    0.473
    best: 0.028 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonMotion-X
    FID· 2022-12-08
    3.407
    best: 1.174 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonMotion-X
    TMR-Matching Score· 2022-12-08
    0.883
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonMotion-X
    TMR-R-Precision Top3· 2022-12-08
    0.683
    best: 0.703 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonHumanAct12
    FID· 2022-12-08
    0.077
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonHumanAct12
    Multimodality· 2022-12-08
    2.824
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonKIT Motion-Language
    FID· 2022-12-08
    0.404
    best: 0.131 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonHumanML3D
    Diversity· 2022-12-08
    9.724
    best: 23.692 (Diffuion Motion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonHumanML3D
    Multimodality· 2022-12-08
    2.413
    best: 4.139 (TM2D (t2m))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonHumanML3D
    R Precision Top3· 2022-12-08
    0.772
    best: 0.842 (MotionPCM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonMotion-X
    Diversity· 2022-12-08
    10.42
    best: 11.4 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonMotion-X
    MModality· 2022-12-08
    2.448
    best: 2.53 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonHumanAct12
    Accuracy· 2022-12-08
    0.964
    best: 0.99 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonKIT Motion-Language
    Diversity· 2022-12-08
    10.8
    best: 11.198 (T2M-GPT (τ = 0))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonKIT Motion-Language
    Multimodality· 2022-12-08
    2.192
    best: 3.627 (GraphMotion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Pose TrackingonKIT Motion-Language
    R Precision Top3· 2022-12-08
    0.734
    best: 0.803 (BiPO)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048

Computer Code16 results

  • Motion SynthesisonHumanML3D
    FID· 2022-12-08
    0.473
    best: 0.028 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonMotion-X
    FID· 2022-12-08
    3.407
    best: 1.174 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonMotion-X
    TMR-Matching Score· 2022-12-08
    0.883
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonMotion-X
    TMR-R-Precision Top3· 2022-12-08
    0.683
    best: 0.703 (HumanTOMATO)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonHumanAct12
    FID· 2022-12-08
    0.077
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonHumanAct12
    Multimodality· 2022-12-08
    2.824
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonKIT Motion-Language
    FID· 2022-12-08
    0.404
    best: 0.131 (Motion Anything)
    SOTA
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonHumanML3D
    Diversity· 2022-12-08
    9.724
    best: 23.692 (Diffuion Motion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonHumanML3D
    Multimodality· 2022-12-08
    2.413
    best: 4.139 (TM2D (t2m))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonHumanML3D
    R Precision Top3· 2022-12-08
    0.772
    best: 0.842 (MotionPCM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonMotion-X
    Diversity· 2022-12-08
    10.42
    best: 11.4 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonMotion-X
    MModality· 2022-12-08
    2.448
    best: 2.53 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonHumanAct12
    Accuracy· 2022-12-08
    0.964
    best: 0.99 (MDM)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonKIT Motion-Language
    Diversity· 2022-12-08
    10.8
    best: 11.198 (T2M-GPT (τ = 0))
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonKIT Motion-Language
    Multimodality· 2022-12-08
    2.192
    best: 3.627 (GraphMotion)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048
  • Motion SynthesisonKIT Motion-Language
    R Precision Top3· 2022-12-08
    0.734
    best: 0.803 (BiPO)
    Executing your Commands via Motion Diffusion in Latent SpacearXiv:2212.04048