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cs.CV2025

GaussianDWM: 3D Gaussian Driving World Model for Unified Scene Understanding and Multi-Modal Generation

Tianchen Deng, Xuefeng Chen, Yi Chen +8

Driving World Models (DWMs) have been developing rapidly with the advances of generative models. However, existing DWMs lack 3D scene understanding capabilities and can only genera…

cs.CV2025

ImagebindDC: Compressing Multi-modal Data with Imagebind-based Condensation

Yue Min, Shaobo Wang, Jiaze Li +5

Data condensation techniques aim to synthesize a compact dataset from a larger one to enable efficient model training, yet while successful in unimodal settings, they often fail in…

cs.AI2025

BridgeDrive: Diffusion Bridge Policy for Closed-Loop Trajectory Planning in Autonomous Driving

Shu Liu, Wenlin Chen, Weihao Li +7

Diffusion-based planners have shown strong potential for autonomous driving by capturing multi-modal driving behaviors. A key challenge is how to effectively guide these models for…

cs.CV2025

An Egocentric Vision-Language Model based Portable Real-time Smart Assistant

Yifei Huang, Jilan Xu, Baoqi Pei +16

We present Vinci, a vision-language system designed to provide real-time, comprehensive AI assistance on portable devices. At its core, Vinci leverages EgoVideo-VL, a novel model t…

cs.CV2025

Modeling Fine-Grained Hand-Object Dynamics for Egocentric Video Representation Learning

Baoqi Pei, Yifei Huang, Jilan Xu +8

In egocentric video understanding, the motion of hands and objects as well as their interactions play a significant role by nature. However, existing egocentric video representatio…