By fine-tuning only this lightweight module, our model preserves the accuracy of monocular geometry estimation while achieving state-of-the-art streaming geometry estimation results across several…

The current monocular geometry model performs well in single-image settings but suffers from poor temporal consistency. The main issue stems from inconsistent scale and shift alignment across frames,…