Task 1: Enhanced Pose Control (Priority)

Objective: Implement superior pose estimation and tracking using Meta Sapiens model.

Implementation Steps:

1. Sapiens Integration:
   • Deploy Sapiens model as custom ComfyUI nodes
   • Ensure compatibility with DWPose / OpenPose rig format
   • Replace current DWPose preprocessor
2. Performance Remapping:
   • Handle dimensional mismatches between reference image and base video
   • Map key points between reference and target performances
   • Ensure pose consistency across different aspect ratios/scales

Task 2: Trajectory Control System

Objective: Track and control significant objects/elements throughout video sequences.

Implementation Approach:

• Use SAM2 for bounding box detection and tracking
• Identify significant objects in initial frames
• Maintain consistent tracking across entire video sequence
• Python + ComfyUI prototype development

Deliverables:

• Bounding box detection system
• Format bounding box information as VACE preprocessor
• Multi-object tracking capability
• Integration with existing video pipeline

Task 3: Camera Path Control