GVHMR is an innovative human motion recovery technology that uses a gravity perspective coordinate system to address the challenge of recovering human motion from monocular videos. This technology reduces ambiguity in learning image-pose mappings and avoids cumulative errors in consecutive images associated with autoregressive methods. GVHMR has shown exceptional performance in field benchmarks, surpassing existing state-of-the-art techniques in both accuracy and speed. Additionally, its training process and model weights are publicly accessible, providing high research and practical value.