MrNeRF (@janusch_patas)

2025-01-28 | โค๏ธ 45 | ๐Ÿ” 9


Towards Better Robustness: Progressively Joint Pose-3DGS Learning for Arbitrarily Long Videos

Contributions: โ€ข We propose a novel framework to progressively estimate camera poses and optimize 3DGS for arbitrarily long video sequences without losing rendering quality or suffering from memory constraints.

โ€ข We design an adaptive segmentation strategy and a robust pose estimation method to effectively handle challenging camera trajectories captured casually (e.g., with large or fast camera motion).

โ€ข We conduct extensive experiments to show that our RobGS outperforms state-of-the-art methods in terms of rendering quality and pose estimation accuracy, while also achieving faster training speed.

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Tags

domain-vision-3d domain-rendering domain-dev-tools domain-visionos