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20242026
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cs.CV2026

Smartphone-based Circular Plot Sampling for Forest Inventory

Su Sun, Jui-Cheng Chiu, Nabin Khanal +2

Circular sample plots are a cornerstone of forest inventory, yet accurate measurement of tree diameter at breast height (DBH) and spatial location within such plots remains challen…

cs.CV2026

Beyond Prompts: Unconditional 3D Inversion for Out-of-Distribution Shapes

Victoria Yue Chen, Emery Pierson, Léopold Maillard +1

Text-driven inversion of generative models is a core paradigm for manipulating 2D or 3D content, unlocking numerous applications such as text-based editing, style transfer, or inve…

cs.CV2025

Tracking-Guided 4D Generation: Foundation-Tracker Motion Priors for 3D Model Animation

Su Sun, Cheng Zhao, Himangi Mittal +4

Generating dynamic 4D objects from sparse inputs is difficult because it demands joint preservation of appearance and motion coherence across views and time while suppressing artif…

cs.CV2024

SplatFlow: Self-Supervised Dynamic Gaussian Splatting in Neural Motion Flow Field for Autonomous Driving

Su Sun, Cheng Zhao, Zhuoyang Sun +2

Most existing Dynamic Gaussian Splatting methods for complex dynamic urban scenarios rely on accurate object-level supervision from expensive manual labeling, limiting their scalab…

cs.CV2024

TCLC-GS: Tightly Coupled LiDAR-Camera Gaussian Splatting for Autonomous Driving

Cheng Zhao, Su Sun, Ruoyu Wang +6

Most 3D Gaussian Splatting (3D-GS) based methods for urban scenes initialize 3D Gaussians directly with 3D LiDAR points, which not only underutilizes LiDAR data capabilities but al…