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Jianyu Dou

6 accepted papers

2026

OmniMap: A General Mapping Framework Integrating Optics, Geometry, and Semantics

ICRA 2026poster

Robotic systems demand accurate and comprehensive 3D environment perception, requiring simultaneous capture of photo-realistic appearance (optical), precise layout shape (geometric), and open-vocabulary scene understanding (semantic). Existing methods typically achieve only partial fulfillment of th…

2026

Reliable LiDAR Loop Detection through Structural Descriptors and Semantic Graph Matching

ICRA 2026poster

Outdoor loop closure detection is essential for mitigating accumulated drift in SLAM and generating a global consistent map. Semantic graph matching methods utilize object-level topology for distinctive scene representation but rely on environments with rich and distinguishable objects. Moreover, ac…

Cited by 0codeScholar
2026

Video2Robo: 3DGS-based Synthetic Data from One Video Enables Scalable Robot Learning

CVPR 2026

Scalable robot learning is hindered by the high cost of acquiring diverse, high-quality embodied data. Existing data generation approaches partially mitigate this issue but typically depend on hard-to-access hardware and labor-intensive manual effort, with limited generalization to diverse scene con

Cited by 0SourceScholar
2025

OpenMulti: Open-Vocabulary Instance-Level Multi-Agent Distributed Implicit Mapping

RA-L 2025

Multi-agent distributed collaborative mapping provides comprehensive and efficient representations for robots. However, existing approaches lack instance-level awareness and semantic understanding of environments, limiting their effectiveness for downstream applications. To address this issue, we pr

Cited by 3SourceScholar
2025

OpenObj: Open-Vocabulary Object-Level Neural Radiance Fields With Fine-Grained Understanding

RA-L 2025

In recent years, there has been a surge of interest in open-vocabulary 3D scene reconstruction facilitated by visual language models (VLMs), which showcase remarkable capabilities in open-set retrieval tasks. Although the semantic ambiguity of existing point-wise feature maps is alleviated by open-v

Cited by 12SourceScholar