Qualitative Comparisons

Every panel below is a single clip shown as a CSS grid of individual full-resolution videos (max 4 per row) — each method's output plays at its native resolution (no downscaling; e.g. GEN3C 1280×704, ViewCrafter 1024×576, NVS-Solver/Shape-of-Motion 960×540, FrameCrafter/Ours 832×480, Kubric 576×384). Tiles read left→right, top→bottom: Observed input, the geometry-only Warp (point-cloud reprojection with disocclusion holes), key baselines including FrameCrafter, our VACE-14B (green), and — where honest ground truth exists — a GT tile (blue). Videos lazy-load on scroll; press play (they also loop muted). Sections are collapsible.