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Zhimin Liao

3 accepted papers

2025

I2-World: Intra-Inter Tokenization for Efficient Dynamic 4D Scene Forecasting

ICCV 2025poster

Forecasting the evolution of 3D scenes and generating unseen scenarios through occupancy-based world models offers substantial potential to enhance the safety of autonomous driving systems. While tokenization has revolutionized image and video generation, efficiently tokenizing complex 3D scenes rem…

2025

SAMPO: Scale-wise Autoregression with Motion Prompt for Generative World Models

NeurIPS 2025poster

World models allow agents to simulate the consequences of actions in imagined environments for planning, control, and long-horizon decision-making. However, existing autoregressive world models struggle with visually coherent predictions due to disrupted spatial structure, inefficient decoding, and…

Cited by 0SourceScholar
2025

STCOcc: Sparse Spatial-Temporal Cascade Renovation for 3D Occupancy and Scene Flow Prediction

CVPR 2025poster

3D occupancy and scene flow offer a detailed and dynamic representation of 3D scene. Recognizing the sparsity and complexity of 3D space, previous vision-centric methods have employed implicit learning-based approaches to model spatial and temporal information. However, these approaches struggle to…