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p># MicroDuck Pose-Gesture (YOLO11m-pose, v8)

Head-cam person pose/gesture model for the duck robot (sim-first, sim2real-ready).

  • Detects person + keypoints (COCO-17 subset) from duck first-person RGB (320x240 train / 640x480 deploy), IMX219-like 62° HFOV, 40° head pitch (dynamic), 25cm eye height.
  • Gestures (2D-separable at low view): idle / right_fwd / left_fwd / both_fwd / both_side.
  • Dataset: synthetic v8, renderer-exact keypoint labels + domain randomization (floor/brightness/noise/blur/JPEG/jitter), balanced.
  • Validation: Box mAP50 ≈ 0.995, Pose mAP50 ≈ 0.85 (150-val).
  • Contract: ONNX [1,3,480,480] -> [1,56,4725]; decode yolov8/yolo11 pose. See https://github.com/YDxun/microduck-duck-play for training/benchmark code.
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