Our lightweight motion capture system focuses on lightweight deployment, easy operation, and fast execution. Unlike traditional expensive and complex motion capture systems, it uses consumer-grade action cameras and a temporal correlation-based architecture to achieve accurate human pose estimation. This enables flexible, fast, and location-independent motion capture, allowing non-professional league teams or general groups to achieve professional and scientific sports training at a lower cost.