Cross-Axis Feature Fusion with Joint-Wise Motion Difference Prediction for Text-Based 3D Human Motion Editing

📰 ArXiv cs.AI

Learn to fuse cross-axis features with joint-wise motion difference prediction for text-based 3D human motion editing, enhancing motion style and structure preservation

advanced Published 2 Jun 2026
Action Steps
  1. Build a dataset of 3D human motions with corresponding text instructions
  2. Run a diffusion model to generate edited motions from source motions and text instructions
  3. Configure a joint-wise motion difference prediction module to preserve motion style and structure
  4. Test the cross-axis feature fusion approach on the MotionFix dataset
  5. Apply the trained model to new text-based editing tasks
Who Needs to Know This

Researchers and engineers in computer vision and AI can benefit from this technique to improve text-based 3D human motion editing, while data scientists and software engineers can apply this to related projects

Key Insight

💡 Fusing cross-axis features with joint-wise motion difference prediction preserves motion style and structure in text-based 3D human motion editing

Share This
💡 Enhance text-based 3D human motion editing with cross-axis feature fusion and joint-wise motion difference prediction

Key Takeaways

Learn to fuse cross-axis features with joint-wise motion difference prediction for text-based 3D human motion editing, enhancing motion style and structure preservation

Read full paper → ← Back to Reads

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