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20242026
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cs.CV2026

X-Lens: Real-Time Metric Depth Estimation with Heterogeneous Cameras

Heng Zhou, Shuhong Liu, Yonghao He +6

We present X-lens, a compact feed-forward model for metric depth estimation from a variable number of calibrated fisheye and pinhole views. To support real-time downstream percepti…

cs.CV2026

RSGen: Enhancing Layout-Driven Remote Sensing Image Generation with Diverse Edge Guidance

Xianbao Hou, Yonghao He, Zeyd Boukhers +4

Diffusion models have significantly mitigated the impact of annotated data scarcity in remote sensing (RS). Although recent approaches have successfully harnessed these models to e…

cs.CV2026

Spa3R: Predictive Spatial Field Modeling for 3D Visual Reasoning

Haoyi Jiang, Liu Liu, Xinjie Wang +5

Vision-language models excel at 2D visual understanding but remain limited in 3D spatial reasoning. Existing approaches either depend on explicit 3D modalities, which limits scalab…

cs.CV2025

RoleMotion: A Large-Scale Dataset towards Robust Scene-Specific Role-Playing Motion Synthesis with Fine-grained Descriptions

Junran Peng, Yiheng Huang, Silei Shen +8

In this paper, we introduce RoleMotion, a large-scale human motion dataset that encompasses a wealth of role-playing and functional motion data tailored to fit various specific sce…

cs.CV2025

TabletopGen: Tabletop Scene Generation and Interactive Simulation for Robotic Manipulation

Ziqian Wang, Yonghao He, Licheng Yang +6

Simulation provides a low-cost, scalable pathway to large-scale robotic manipulation data collection. However, existing 3D scene generation methods can rarely be applied directly t…

cs.CV2025

InstaDA: Augmenting Instance Segmentation Data with Dual-Agent System

Xianbao Hou, Yonghao He, Zeyd Boukhers +4

Acquiring high-quality instance segmentation data is challenging due to the labor-intensive nature of the annotation process and significant class imbalances within datasets. Recen…