What is multi-view consistency in 3D vision models?

Multi-view consistency ensures predictions remain coherent across different camera views of the same scene.

In 3D vision, the same object appears differently from multiple viewpoints. Multi-view consistency enforces that model predictions (depth, segmentation, or reconstruction) align across views using geometric constraints like epipolar geometry. This improves 3D reconstruction and scene understanding accuracy.