5G-based Human Pose Recognition without Vision or Wearables
Published:Dec 31, 2025 15:26
•1 min read
•ArXiv
Analysis
This paper introduces a novel approach to human pose recognition (HPR) using 5G-based integrated sensing and communication (ISAC) technology. It addresses limitations of existing methods (vision, RF) such as privacy concerns, occlusion susceptibility, and equipment requirements. The proposed system leverages uplink sounding reference signals (SRS) to infer 2D HPR, offering a promising solution for controller-free interaction in indoor environments. The significance lies in its potential to overcome current HPR challenges and enable more accessible and versatile human-computer interaction.
Key Takeaways
- •Proposes a 5G-based ISAC system for 2D human pose recognition.
- •Addresses limitations of vision and RF-based HPR methods.
- •Utilizes uplink SRS for pose inference.
- •Demonstrates superior performance compared to baseline solutions in indoor environments.
- •Offers a foundation for universal human-computer interaction.
Reference
“The paper claims that the proposed 5G-based ISAC HPR system significantly outperforms current mainstream baseline solutions in HPR performance in typical indoor environments.”