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Models/T2M-GPT

T2M-GPT

Reported on 20 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.

Audio10 results

  • 10-shot image generationonMotion-X
    FID· 2023-01-15
    1.366
    best: 1.174 (HumanTOMATO)
    SOTA
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 3D Human Pose TrackingonMotion-X
    FID· 2023-01-15
    1.366
    best: 1.174 (HumanTOMATO)
    SOTA
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 10-shot image generationonMotion-X
    Diversity· 2023-01-15
    10.753
    best: 11.4 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 10-shot image generationonMotion-X
    MModality· 2023-01-15
    2.356
    best: 2.53 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 10-shot image generationonMotion-X
    TMR-Matching Score· 2023-01-15
    0.881
    best: 0.883 (MLD)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 10-shot image generationonMotion-X
    TMR-R-Precision Top3· 2023-01-15
    0.655
    best: 0.703 (HumanTOMATO)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 3D Human Pose TrackingonMotion-X
    Diversity· 2023-01-15
    10.753
    best: 11.4 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 3D Human Pose TrackingonMotion-X
    MModality· 2023-01-15
    2.356
    best: 2.53 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 3D Human Pose TrackingonMotion-X
    TMR-Matching Score· 2023-01-15
    0.881
    best: 0.883 (MLD)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • 3D Human Pose TrackingonMotion-X
    TMR-R-Precision Top3· 2023-01-15
    0.655
    best: 0.703 (HumanTOMATO)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052

Computer Vision5 results

  • Pose TrackingonMotion-X
    FID· 2023-01-15
    1.366
    best: 1.174 (HumanTOMATO)
    SOTA
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Pose TrackingonMotion-X
    Diversity· 2023-01-15
    10.753
    best: 11.4 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Pose TrackingonMotion-X
    MModality· 2023-01-15
    2.356
    best: 2.53 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Pose TrackingonMotion-X
    TMR-Matching Score· 2023-01-15
    0.881
    best: 0.883 (MLD)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Pose TrackingonMotion-X
    TMR-R-Precision Top3· 2023-01-15
    0.655
    best: 0.703 (HumanTOMATO)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052

Computer Code5 results

  • Motion SynthesisonMotion-X
    FID· 2023-01-15
    1.366
    best: 1.174 (HumanTOMATO)
    SOTA
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Motion SynthesisonMotion-X
    Diversity· 2023-01-15
    10.753
    best: 11.4 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Motion SynthesisonMotion-X
    MModality· 2023-01-15
    2.356
    best: 2.53 (MDM)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Motion SynthesisonMotion-X
    TMR-Matching Score· 2023-01-15
    0.881
    best: 0.883 (MLD)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052
  • Motion SynthesisonMotion-X
    TMR-R-Precision Top3· 2023-01-15
    0.655
    best: 0.703 (HumanTOMATO)
    T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete RepresentationsarXiv:2301.06052