5 papers
Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments
Giorgio Tonetti, Laurent Kneip, Abel Gawel +1
Hierarchical 3D scene graphs are a promising representation for high-level spatial reasoning in autonomous mobile platforms. However, existing extraction frameworks typically rely…
Event-VLA: Action-Conditioned Event Fusion for Robust Vision-Language-Action Model
Jiaxin Liu, Xun Xu, Zhenhao Zhang +5
Vision-Language-Action (VLA) models have become an important paradigm of embodied AI. However, existing VLA models typically assume well-lit and stable indoor settings, while real-…
Global Truncated Loss Minimization for Robust and Threshold-Resilient Geometric Estimation
Tianyu Huang, Liangzu Peng, Xinyue Zhang +5
To achieve outlier-robust geometric estimation, robust objective functions are generally employed to mitigate the influence of outliers. The widely used consensus maximization(CM)…
Metric, inertially aligned monocular state estimation via kinetodynamic priors
Jiaxin Liu, Min Li, Wanting Xu +3
Accurate state estimation for flexible robotic systems poses significant challenges, particularly for platforms with dynamically deforming structures that invalidate rigid-body ass…
SpikeGS: Learning 3D Gaussian Fields from Continuous Spike Stream
Jinze Yu, Xin Peng, Zhengda Lu +2
A spike camera is a specialized high-speed visual sensor that offers advantages such as high temporal resolution and high dynamic range compared to conventional frame cameras. Thes…