most citedProgressive Bird's Eye View Perception for Safety-Critical Autonomous Driving: A Comprehensive Survey

1 citations · 1 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CV2026

RoofGS: Roofline-Guided End-to-End Acceleration of 3D Gaussian Splatting

Yang Luo, Yan Gong, Yongsheng Gao +1

3D Gaussian Splatting (3DGS) enables real-time novel-view synthesis but remains limited on GPUs at high resolutions. Through a stage-wise Roofline characterization, we identify two…

cs.RO2026

Not All History Helps: Velocity-Aware Selective Memory for Long-Horizon End-to-End Autonomous Driving

Yuchen Liu, Ziying Song, Shengkai Zhang +6

Reliable long-horizon planning remains a key challenge in end-to-end autonomous driving. By accounting for future motion evolution and potential consequences, it provides forward-l…

cs.CV2026

Local-GS: Accelerating 3D Gaussian Splatting via Tile-Local Warp Coherence

Yang Luo, Yan Gong, Yongsheng Gao +3

3D Gaussian Splatting (3DGS) has significantly advanced real-time novel view synthesis by representing scenes as dense collections of anisotropic 3D Gaussian primitives. However, t…

cs.CV2026

Semantic Prior Guided One-View 6D Pose Estimation for Novel Objects

Yang Luo, Yan Gong, Yongsheng Gao

In many practical 6D object pose estimation scenarios, we often have access to only a single real-world RGB-D reference view per object, typically without CAD models. Existing meth…

cs.CV2026

MAPRPose: Mask-Aware Proposal and Amodal Refinement for Multi-Object 6D Pose Estimation

Yang Luo, Yan Gong, Yongsheng Gao +2

6D object pose estimation in cluttered scenes remains challenging due to severe occlusion and sensor noise. We propose MAPRPose, a two-stage framework that leverages mask-aware cor…

cs.CV2025

DiffPixelFormer: Differential Pixel-Aware Transformer for RGB-D Indoor Scene Segmentation

Yan Gong, Jianli Lu, Yongsheng Gao +3

Indoor semantic segmentation is fundamental to computer vision and robotics, supporting applications such as autonomous navigation, augmented reality, and smart environments. Altho…

cs.RO2025★ 1 cited

Progressive Bird's Eye View Perception for Safety-Critical Autonomous Driving: A Comprehensive Survey

Yan Gong, Naibang Wang, Jianli Lu +13

Bird's-Eye-View (BEV) perception has become a foundational paradigm in autonomous driving, enabling unified spatial representations that support robust multi-sensor fusion and mult…

cs.CV2025

Stable at Any Speed: Speed-Driven Multi-Object Tracking with Learnable Kalman Filtering

Yan Gong, Mengjun Chen, Hao Liu +5

Multi-object tracking (MOT) enables autonomous vehicles to continuously perceive dynamic objects, supplying essential temporal cues for prediction, behavior understanding, and safe…

cs.CV2025

Collaborative Perception Datasets for Autonomous Driving: A Review

Naibang Wang, Deyong Shang, Yan Gong +6

Collaborative perception has attracted growing interest from academia and industry due to its potential to enhance perception accuracy, safety, and robustness in autonomous driving…