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cs.CV2025

Reasoning-VLA: A Fast and General Vision-Language-Action Reasoning Model for Autonomous Driving

Dapeng Zhang, Zhenlong Yuan, Zhangquan Chen +5

Vision-Language-Action (VLA) models have recently shown strong decision-making capabilities in autonomous driving. However, existing VLAs often struggle with achieving efficient in…

cs.CV2025

AttriCtrl: Fine-Grained Control of Aesthetic Attribute Intensity in Diffusion Models

Die Chen, Zhongjie Duan, Zhiwen Li +4

Diffusion models have recently become the dominant paradigm for image generation, yet existing systems struggle to interpret and follow numeric instructions for adjusting semantic…

cs.CV2025

Low-Cost Test-Time Adaptation for Robust Video Editing

Jianhui Wang, Yinda Chen, Yangfan He +6

Video editing is a critical component of content creation that transforms raw footage into coherent works aligned with specific visual and narrative objectives. Existing approaches…

cs.CV2025

DVP-MVS++: Synergize Depth-Normal-Edge and Harmonized Visibility Prior for Multi-View Stereo

Zhenlong Yuan, Dapeng Zhang, Zehao Li +8

Recently, patch deformation-based methods have demonstrated significant effectiveness in multi-view stereo due to their incorporation of deformable and expandable perception for re…

cs.CV2024

MapExpert: Online HD Map Construction with Simple and Efficient Sparse Map Element Expert

Dapeng Zhang, Dayu Chen, Peng Zhi +6

Constructing online High-Definition (HD) maps is crucial for the static environment perception of autonomous driving systems (ADS). Existing solutions typically attempt to detect v…