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Models/MotionPCM

MotionPCM

Reported on 32 benchmarks across 4 tasks · 1 paper · 4 SOTA

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
    R Precision Top3· 2025-01-31
    0.842
    SOTA
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonHumanML3D
    R Precision Top3· 2025-01-31
    0.842
    SOTA
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 10-shot image generationonHumanML3D
    Diversity· 2025-01-31
    9.575
    best: 23.692 (Diffuion Motion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 10-shot image generationonHumanML3D
    FID· 2025-01-31
    0.03
    best: 0.028 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 10-shot image generationonHumanML3D
    Multimodality· 2025-01-31
    1.714
    best: 4.139 (TM2D (t2m))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 10-shot image generationonKIT Motion-Language
    Diversity· 2025-01-31
    10.827
    best: 11.198 (T2M-GPT (τ = 0))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 10-shot image generationonKIT Motion-Language
    FID· 2025-01-31
    0.294
    best: 0.131 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 10-shot image generationonKIT Motion-Language
    Multimodality· 2025-01-31
    1.254
    best: 3.627 (GraphMotion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 10-shot image generationonKIT Motion-Language
    R Precision Top3· 2025-01-31
    0.787
    best: 0.803 (BiPO)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonHumanML3D
    Diversity· 2025-01-31
    9.575
    best: 23.692 (Diffuion Motion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonHumanML3D
    FID· 2025-01-31
    0.03
    best: 0.028 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonHumanML3D
    Multimodality· 2025-01-31
    1.714
    best: 4.139 (TM2D (t2m))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonKIT Motion-Language
    Diversity· 2025-01-31
    10.827
    best: 11.198 (T2M-GPT (τ = 0))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonKIT Motion-Language
    FID· 2025-01-31
    0.294
    best: 0.131 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonKIT Motion-Language
    Multimodality· 2025-01-31
    1.254
    best: 3.627 (GraphMotion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • 3D Human Pose TrackingonKIT Motion-Language
    R Precision Top3· 2025-01-31
    0.787
    best: 0.803 (BiPO)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083

Computer Vision8 results

  • Pose TrackingonHumanML3D
    R Precision Top3· 2025-01-31
    0.842
    SOTA
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Pose TrackingonHumanML3D
    Diversity· 2025-01-31
    9.575
    best: 23.692 (Diffuion Motion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Pose TrackingonHumanML3D
    FID· 2025-01-31
    0.03
    best: 0.028 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Pose TrackingonHumanML3D
    Multimodality· 2025-01-31
    1.714
    best: 4.139 (TM2D (t2m))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Pose TrackingonKIT Motion-Language
    Diversity· 2025-01-31
    10.827
    best: 11.198 (T2M-GPT (τ = 0))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Pose TrackingonKIT Motion-Language
    FID· 2025-01-31
    0.294
    best: 0.131 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Pose TrackingonKIT Motion-Language
    Multimodality· 2025-01-31
    1.254
    best: 3.627 (GraphMotion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Pose TrackingonKIT Motion-Language
    R Precision Top3· 2025-01-31
    0.787
    best: 0.803 (BiPO)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083

Computer Code8 results

  • Motion SynthesisonHumanML3D
    R Precision Top3· 2025-01-31
    0.842
    SOTA
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Motion SynthesisonHumanML3D
    Diversity· 2025-01-31
    9.575
    best: 23.692 (Diffuion Motion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Motion SynthesisonHumanML3D
    FID· 2025-01-31
    0.03
    best: 0.028 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Motion SynthesisonHumanML3D
    Multimodality· 2025-01-31
    1.714
    best: 4.139 (TM2D (t2m))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Motion SynthesisonKIT Motion-Language
    Diversity· 2025-01-31
    10.827
    best: 11.198 (T2M-GPT (τ = 0))
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Motion SynthesisonKIT Motion-Language
    FID· 2025-01-31
    0.294
    best: 0.131 (Motion Anything)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Motion SynthesisonKIT Motion-Language
    Multimodality· 2025-01-31
    1.254
    best: 3.627 (GraphMotion)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083
  • Motion SynthesisonKIT Motion-Language
    R Precision Top3· 2025-01-31
    0.787
    best: 0.803 (BiPO)
    MotionPCM: Real-Time Motion Synthesis with Phased Consistency ModelarXiv:2501.19083