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HAN Humanoid Motion Model v2

Model Name

han-humanoid-motion-model-v2

Task

Humanoid Action Classification

Architecture

Transformer Encoder (PyTorch)

Labels

  1. walking_forward
  2. walking_backward
  3. turn_left
  4. turn_right
  5. pick_object
  6. wave_hand
  7. sit_down
  8. stand_up

Input Schema

{ "joint_positions": [float x 20], "joint_velocities": [float x 20], "imu_orientation": [float x 4], "imu_acceleration": [float x 3] }

Output Schema

{ "predicted_action": "walking_forward", "confidence_score": 0.95 }

Training Configuration

Epochs: 30 Batch Size: 32 Optimizer: AdamW Learning Rate: 0.0002 Loss Function: CrossEntropyLoss

License: MIT

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