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20242026
most citedGenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction

1 citations · 1 across the 10 of their papers we have counts for

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cs.CV2026

Spheriverse: 3D Scene Understanding from Spherical Observations in the Wild

Fei Teng, Sheng Wu, Mengfei Duan +7

Spherical observations provide global visual context for 3D scene understanding. However, visual information is encoded in an angular domain, whereas the physical world is represen…

cs.CV2026

PS-MOT: Cultivating Instance Awareness from Point Seeds for Multi-Object Tracking

Kai Luo, Fei Teng, Mengfei Duan +6

We introduce Point-supervised Multi-Object Tracking (PS-MOT) as a cost-effective alternative to traditional bounding box supervision, shifting the focus from spatial fitting to top…

cs.CV2026

O3N: Omnidirectional Open-Vocabulary Occupancy Prediction for Embodied Intelligent Robotics

Mengfei Duan, Hao Shi, Fei Teng +4

The rapid evolution of consumer electronics toward embodied intelligence has accelerated the emergence of Consumer Embodied Intelligent Robotics (CEIRs), where intelligent devices…

cs.CV2026

OccTrack360: 4D Panoptic Occupancy Tracking from Surround-View Fisheye Cameras

Yongzhi Lin, Kai Luo, Yuanfan Zheng +4

Understanding dynamic 3D environments in a spatially continuous and temporally consistent manner is fundamental for robotics and autonomous driving. While recent advances in occupa…

cs.CV2026

Forging Spatial Intelligence: A Roadmap of Multi-Modal Data Pre-Training for Autonomous Systems

Song Wang, Lingdong Kong, Xiaolu Liu +4

The rapid advancement of autonomous systems, including self-driving vehicles and drones, has intensified the need to forge true Spatial Intelligence from multi-modal onboard sensor…