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VehDyn provides a systematic foundation for developing driving world models that are physically consistent and visually realistic, and benchmarks 12 state-of-the-art video world models.
RoboPhys-3D, a 3D-grounded EWM benchmark built on RoboTwin 2.0, is introduced, and Average Full Score, a hierarchical score averaging all 50 metrics for comprehensive evaluation, and RoboPhyscore, a compact task-aligned score averaging the metrics most strongly correlated with task success are introduced.
OutLangSplat is presented which adapts language Gaussian representations to UAV outdoor scenes by improving feature representation and aggregation reliability, and is the first accessible dataset of open-vocabulary 3D scene understanding for UAV outdoor scenes.
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