← Search

He Yin

3 accepted papers

2025

ET-Former: Efficient Triplane Deformable Attention for 3D Semantic Scene Completion From Monocular Camera

IROS 2025

We introduce ET-Former, a novel end-to-end algorithm for semantic scene completion using a single monocular camera. Our approach generates a semantic occupancy map from single RGB observation while simultaneously providing uncertainty estimates for semantic predictions. By designing a triplane-based

Cited by 3SourcecodeScholar
2024

Probabilistic Active Loop Closure for Autonomous Exploration

ICRA 2024poster

When a mobile robot autonomously explores an indoor space to produce a localization and navigation map, it is important to create both a stable pose graph and a high-quality occupancy map that covers all the navigable areas. In this work, we propose a novel probabilistic active loop closure framewor…

Cited by 1SourceScholar
2022

Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems

AAAI 2022technical

Neural network controllers have become popular in control tasks thanks to their flexibility and expressivity. Stability is a crucial property for safety-critical dynamical systems, while stabilization of partially observed systems, in many cases, requires controllers to retain and process long-term…