MaskBench

Pose Estimation Benchmark

Select Videos 2 of 12 selected

Choose which masked videos to benchmark. You can compare raw vs. masked versions.

  • Interview_P002.mp4
    Masked (Blur) · 08:21 · 980 MB
    Blur
  • Gait_Analysis_007.mp4
    Masked (Contour) · 22:05 · 1.8 GB
    Contour
  • Interview_P003.mp4
    Masked (Blur) · 15:42 · 1.4 GB
    Blur
  • Classroom_Session3.mp4
    Masked (Pixelation) · 45:10 · 2.1 GB
    Pixelate
Pose Estimators 3 selected
  • YOLOv11-Pose (Large)
    COCO 17 keypoints · Fast
  • MediaPipe Pose (Heavy)
    33 keypoints · Moderate
  • OpenPose (BODY_25)
    25 keypoints · Slower
  • MaskAnyone API (MediaPipe)
    API-based · Requires running instance
  • MaskAnyone API (OpenPose)
    API-based · Requires running instance
  • MaskAnyone UI (MediaPipe)
    Human-in-the-loop · Pre-computed
  • MaskAnyone UI (OpenPose)
    Human-in-the-loop · Pre-computed
Metrics 5 selected
Accuracy (require ground truth)
  • PCK
    Percentage of Correct Keypoints (threshold: 0.2, normalize: bbox)
  • RMSE
    Root Mean Square Error (normalize: bbox)
Kinematic (no ground truth needed)
  • Velocity
    Keypoint movement per frame (pixels/frame)
  • Acceleration
    Second derivative of position (pixels/frame²)
  • Jerk
    Third derivative — smoothness measure (pixels/frame³)
Metric Settings
Ready to benchmark
2 videos × 4 estimators × 5 metrics · Est. GPU time: ~18 min