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Models/GraphMotion

GraphMotion

Reported on 32 benchmarks across 4 tasks

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

Audio16 results

  • 10-shot image generationonHumanML3D
    Diversity
    9.692
    best: 23.692 (Diffuion Motion)
  • 10-shot image generationonHumanML3D
    FID
    0.116
    best: 0.028 (Motion Anything)
  • 10-shot image generationonHumanML3D
    Multimodality
    2.766
    best: 4.139 (TM2D (t2m))
  • 10-shot image generationonHumanML3D
    R Precision Top3
    0.785
    best: 0.842 (MotionPCM)
  • 10-shot image generationonKIT Motion-Language
    Diversity
    11.12
    best: 11.198 (T2M-GPT (τ = 0))
  • 10-shot image generationonKIT Motion-Language
    FID
    0.313
    best: 0.131 (Motion Anything)
  • 10-shot image generationonKIT Motion-Language
    Multimodality
    3.627
  • 10-shot image generationonKIT Motion-Language
    R Precision Top3
    0.769
    best: 0.803 (BiPO)
  • 3D Human Pose TrackingonHumanML3D
    Diversity
    9.692
    best: 23.692 (Diffuion Motion)
  • 3D Human Pose TrackingonHumanML3D
    FID
    0.116
    best: 0.028 (Motion Anything)
  • 3D Human Pose TrackingonHumanML3D
    Multimodality
    2.766
    best: 4.139 (TM2D (t2m))
  • 3D Human Pose TrackingonHumanML3D
    R Precision Top3
    0.785
    best: 0.842 (MotionPCM)
  • 3D Human Pose TrackingonKIT Motion-Language
    Diversity
    11.12
    best: 11.198 (T2M-GPT (τ = 0))
  • 3D Human Pose TrackingonKIT Motion-Language
    FID
    0.313
    best: 0.131 (Motion Anything)
  • 3D Human Pose TrackingonKIT Motion-Language
    Multimodality
    3.627
  • 3D Human Pose TrackingonKIT Motion-Language
    R Precision Top3
    0.769
    best: 0.803 (BiPO)

Computer Vision8 results

  • Pose TrackingonHumanML3D
    Diversity
    9.692
    best: 23.692 (Diffuion Motion)
  • Pose TrackingonHumanML3D
    FID
    0.116
    best: 0.028 (Motion Anything)
  • Pose TrackingonHumanML3D
    Multimodality
    2.766
    best: 4.139 (TM2D (t2m))
  • Pose TrackingonHumanML3D
    R Precision Top3
    0.785
    best: 0.842 (MotionPCM)
  • Pose TrackingonKIT Motion-Language
    Diversity
    11.12
    best: 11.198 (T2M-GPT (τ = 0))
  • Pose TrackingonKIT Motion-Language
    FID
    0.313
    best: 0.131 (Motion Anything)
  • Pose TrackingonKIT Motion-Language
    Multimodality
    3.627
  • Pose TrackingonKIT Motion-Language
    R Precision Top3
    0.769
    best: 0.803 (BiPO)

Computer Code8 results

  • Motion SynthesisonHumanML3D
    Diversity
    9.692
    best: 23.692 (Diffuion Motion)
  • Motion SynthesisonHumanML3D
    FID
    0.116
    best: 0.028 (Motion Anything)
  • Motion SynthesisonHumanML3D
    Multimodality
    2.766
    best: 4.139 (TM2D (t2m))
  • Motion SynthesisonHumanML3D
    R Precision Top3
    0.785
    best: 0.842 (MotionPCM)
  • Motion SynthesisonKIT Motion-Language
    Diversity
    11.12
    best: 11.198 (T2M-GPT (τ = 0))
  • Motion SynthesisonKIT Motion-Language
    FID
    0.313
    best: 0.131 (Motion Anything)
  • Motion SynthesisonKIT Motion-Language
    Multimodality
    3.627
  • Motion SynthesisonKIT Motion-Language
    R Precision Top3
    0.769
    best: 0.803 (BiPO)