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cs.CV2026

GPOcc++: Unified Sparse Gaussian Occupancy Prediction with Visual Geometry Priors

Changqing Zhou, Yueru Luo, Yulan Guo +3

Accurate 3D scene understanding is fundamental to embodied intelligence and autonomous driving, where 3D occupancy provides a unified representation of objects, structures, and fre…

cs.CV2026

Improving Adversarial Transferability on Vision-Language Pre-training Models via Surrogate-Specific Bias Correction

Lijia Yu, Jiuxin Cao, Yuchen Qiang +3

Adversarial examples reveal vulnerabilities in Vision-Language Pre-training (VLP) models and provide insights for improving robustness. A key property is cross-model transferabilit…

cs.CV2026

FlowDec: Temporal Conditional Flow Decorruptor for Robust Continuous Vision-Language Navigation

Yufei Zhang, Changhao Chen

Vision-and-Language Navigation in Continuous Environments (VLN-CE) requires agents to follow natural-language instructions in unseen scenes. While Large Models (LMs) have advanced…

cs.CV2026

Generalizing Visual Geometry Priors to Sparse Gaussian Occupancy Prediction

Changqing Zhou, Yueru Luo, Changhao Chen

Accurate 3D scene understanding is essential for embodied intelligence, with occupancy prediction emerging as a key task for reasoning about both objects and free space. Existing a…

cs.CV2026

Monocular Open Vocabulary Occupancy Prediction for Indoor Scenes

Changqing Zhou, Yueru Luo, Han Zhang +2

Open-vocabulary 3D occupancy is vital for embodied agents, which need to understand complex indoor environments where semantic categories are abundant and evolve beyond fixed taxon…

cs.CV2025

MVL-Loc: Leveraging Vision-Language Model for Generalizable Multi-Scene Camera Relocalization

Zhendong Xiao, Wu Wei, Shujie Ji +2

Camera relocalization, a cornerstone capability of modern computer vision, accurately determines a camera's position and orientation (6-DoF) from images and is essential for applic…

cs.CV2024

EffLoc: Lightweight Vision Transformer for Efficient 6-DOF Camera Relocalization

Zhendong Xiao, Changhao Chen, Shan Yang +1

Camera relocalization is pivotal in computer vision, with applications in AR, drones, robotics, and autonomous driving. It estimates 3D camera position and orientation (6-DoF) from…