← Search

Tomoya Miyawaki

2 accepted papers

2026

DRUM: Diffusion-Based Raydrop-Aware Unpaired Mapping for Sim2Real LiDAR Segmentation

ICRA 2026poster

LiDAR-based semantic segmentation is a key component for autonomous mobile robots, yet large-scale annotation of LiDAR point clouds is prohibitively expensive and time-consuming. Although simulators can provide labeled synthetic data, models trained on synthetic data often underperform on real-world…

2025

Fast LiDAR Data Generation with Rectified Flows

ICRA 2025

Building LiDAR generative models holds promise as powerful data priors for restoration, scene manipulation, and scalable simulation in autonomous mobile robots. In recent years, approaches using diffusion models have emerged, significantly improving training stability and generation quality. Despite

Cited by 10SourcecodeScholar