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@SMPLCap

SMPLCap

Welcome to SMPLCap

GitHub User's stars

At SMPLCap, we focus on advancing the field of 3D Human Pose and Shape Estimation (HPS). Our goal is to accurately capture detailed full-body human motion—including hands and facial expressions—from various input sources, using parametric human body models such as SMPL and SMPL-X as our standard output representation.

We develop methods and tools to recover full-body pose and shape from diverse input modalities. Our research focuses on EHPS foundation models and benchmarks, robust estimation in perspective-distorted images, world-grounded applications, and one-stage pipelines with integrated localization.

News

  • [2025-04-11] Projects and homepage updated
  • [2025-04-10] 🚀🚀🚀Announcing the launch of SMPLCap 🚀🚀🚀

Our projects

Foundation Models

  • [SMPL-X] [arXiv'25] SMPLest-X: An extended version of SMPLer-X with stronger foundation models.
  • [SMPL-X] [NeurIPS'23] SMPLer-X: Scaling up EHPS towards a family of generalist foundation models.
  • [SMPL] [NeurIPS'22] HMR-Benchmarks: A comprehensive benchmark of HPS datasets, backbones, and training strategies.

World-Grounded

  • [SMPL-X] [ECCV'24] WHAC: World-grounded human pose and camera estimation from monocular videos.

All-in-One-Stage

  • [SMPL-X] [CVPR'24] AiOS: An all-in-one-stage pipeline combining detection and 3D human reconstruction.

Robustness

  • [SMPL-X] [NeurIPS'23] RoboSMPLX: A framework to enhance the robustness of whole-body pose and shape estimation.

Perspective Distortion

  • [SMPL] [ICCV'23] Zolly: 3D human mesh reconstruction from perspective-distorted images.

Point Cloud

  • [SMPL] [arXiv'23] PointHPS: 3D HPS from point clouds captured in real-world settings.

Contact

For inquiries about our research, collaborations, or opportunities, please reach out to us.

Popular repositories Loading

  1. SMPLer-X SMPLer-X Public

    [NeurIPS 2023] Official Code for "SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation"

    Python 1.1k 76

  2. AiOS AiOS Public

    [CVPR 2024] Official Code for "AiOS: All-in-One-Stage Expressive Human Pose and Shape Estimation

    Python 305 10

  3. hmr-benchmarks hmr-benchmarks Public

    Python 116 4

  4. WHAC WHAC Public

    [ECCV 2024] Official Code for "WHAC: World-grounded Humans and Cameras"

    Python 114 1

  5. SMPLest-X SMPLest-X Public

    Official code for "SMPLest-X: Ultimate Scaling for Expressive Human Pose and Shape Estimation"

    Python 107 4

  6. Zolly Zolly Public

    [ICCV2023 oral] Zolly: Zoom Focal Length Correctly for Perspective-Distorted Human Mesh Reconstruction

    Python 94 1

Repositories

Showing 9 of 9 repositories
  • PointHPS Public

    Official Code for "PointHPS: Cascaded 3D Human Pose and Shape Estimation from Point Clouds"

    SMPLCap/PointHPS’s past year of commit activity
    60 1 1 0 Updated Apr 12, 2025
  • SMPLer-X Public

    [NeurIPS 2023] Official Code for "SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation"

    SMPLCap/SMPLer-X’s past year of commit activity
    Python 1,096 76 37 0 Updated Apr 12, 2025
  • AiOS Public

    [CVPR 2024] Official Code for "AiOS: All-in-One-Stage Expressive Human Pose and Shape Estimation

    SMPLCap/AiOS’s past year of commit activity
    Python 305 10 18 0 Updated Apr 11, 2025
  • SMPLCap/hmr-benchmarks’s past year of commit activity
    Python 116 Apache-2.0 4 1 0 Updated Apr 11, 2025
  • RoboSMPLX Public
    SMPLCap/RoboSMPLX’s past year of commit activity
    Python 43 1 1 0 Updated Apr 11, 2025
  • SMPLest-X Public

    Official code for "SMPLest-X: Ultimate Scaling for Expressive Human Pose and Shape Estimation"

    SMPLCap/SMPLest-X’s past year of commit activity
    Python 107 4 9 0 Updated Apr 11, 2025
  • Zolly Public

    [ICCV2023 oral] Zolly: Zoom Focal Length Correctly for Perspective-Distorted Human Mesh Reconstruction

    SMPLCap/Zolly’s past year of commit activity
    Python 94 1 0 0 Updated Apr 11, 2025
  • .github Public
    SMPLCap/.github’s past year of commit activity
    0 0 0 0 Updated Apr 11, 2025
  • WHAC Public

    [ECCV 2024] Official Code for "WHAC: World-grounded Humans and Cameras"

    SMPLCap/WHAC’s past year of commit activity
    Python 114 1 9 0 Updated Apr 11, 2025

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