most citedDiffVLA: Vision-Language Guided Diffusion Planning for Autonomous Driving

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

collaborators

10 papers

cs.CV2026

Visual Geometry Foundation-Aware Gaussians for Single-Frame Surround-View Driving Reconstruction

Junhong Lin, Jinlong Wang, Xianda Guo +6

Single-frame surround-view reconstruction faces severe geometric instability and rendering artifacts due to minimal inter-camera overlap. While existing methods rely on complex dec…

cs.CV2026

GeoStereo: A Unified Stereo Geometry Estimation Framework for Disparity and Surface Normal

Qizhe Wei, Xianda Guo, Shaocong Xu +3

Stereo matching and surface normal estimation are fundamental tasks in 3D vision. However, existing feed-forward stereo methods still struggle to produce reliable predictions in ch…

cs.CV2026

VGOcc: Learning Visual-Geometric Gaussians for Vision-Centric 3D Driving Occupancy Prediction

Junhong Lin, Xianda Guo, Kangli Wang +4

Vision-only occupancy prediction requires recovering a semantic 3D occupancy field from calibrated surround-view images, where each view provides observations with ambiguous depth…

cs.RO2026

GEM-Occ: From Visual Geometry Evidence to Embodied Semantic Occupancy Memory

Hu Zhu, Bohan Li, Xianda Guo +8

Embodied agents exploring indoor environments require reliable semantic occupancy memory that persists across observations and revisits. Building such memory is challenging because…

cs.CV2026

Bridging 3D Gaussians and Semantic Occupancy for Comprehensive Open-Vocabulary Scene Understanding from Unposed Images

Hu Zhu, Bohan Li, Xianda Guo +5

Comprehensive 3D scene understanding from sparse, unposed images requires a model to recover renderable geometry, open-vocabulary semantics, and free/occupied 3D space without rely…

cs.CV2026

Monocular Avatar Reconstruction via Cascaded Diffusion Priors and UV-Space Differentiable Shading

Hong Li, Minqi Meng, Yanjun Liang +10

Reconstructing high-fidelity, relightable 3D avatars from a single in-the-wild image is a challenging ill-posed problem, primarily hindered by the scarcity of high-quality PBR data…

cs.CV2026

From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation

Bohan Li, Shuojue Yang, Baorui Peng +10

Action-conditioned surgical video generation is a critical yet highly challenging problem for robotic surgery. The core difficulty is that low-dimensional control vectors must prec…

cs.CV2025

OmniNWM: Omniscient Driving Navigation World Models

Bohan Li, Zhuang Ma, Dalong Du +10

Autonomous driving world models are expected to work effectively across three core dimensions: state, action, and reward. However, existing methods are typically restricted to frag…

cs.AI2025★ 1 cited

DiffVLA: Vision-Language Guided Diffusion Planning for Autonomous Driving

Anqing Jiang, Yu Gao, Zhigang Sun +11

Research interest in end-to-end autonomous driving has surged owing to its fully differentiable design integrating modular tasks, i.e. perception, prediction and planing, which ena…

cs.CV2025

Light of Normals: Unified Feature Representation for Universal Photometric Stereo

Houyuan Chen, Hong Li, Chongjie Ye +11

Universal photometric stereo (PS) is defined by two factors: it must (i) operate under arbitrary, unknown lighting conditions and (ii) avoid reliance on specific illumination model…