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20222026
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cs.CV2026

Denoising as Path Planning: Training-Free Acceleration of Diffusion Models with DPCache

Bowen Cui, Yuanbin Wang, Huajiang Xu +6

Diffusion models have demonstrated remarkable success in image and video generation, yet their practical deployment remains hindered by the substantial computational overhead of mu…

cs.CV2025

Vectorized Video Representation with Easy Editing via Hierarchical Spatio-Temporally Consistent Proxy Embedding

Ye Chen, Liming Tan, Yupeng Zhu +2

Current video representations heavily rely on unstable and over-grained priors for motion and appearance modelling, \emph{i.e.}, pixel-level matching and tracking. A tracking error…

cs.CV2025

ProFashion: Prototype-guided Fashion Video Generation with Multiple Reference Images

Xianghao Kong, Qiaosong Qi, Yuanbin Wang +3

Fashion video generation aims to synthesize temporally consistent videos from reference images of a designated character. Despite significant progress, existing diffusion-based met…

cs.CV2023

Transferring CLIP's Knowledge into Zero-Shot Point Cloud Semantic Segmentation

Yuanbin Wang, Shaofei Huang, Yulu Gao +5

Traditional 3D segmentation methods can only recognize a fixed range of classes that appear in the training set, which limits their application in real-world scenarios due to the l…

cs.CV2022

Cross-Modality Domain Adaptation for Freespace Detection: A Simple yet Effective Baseline

Yuanbin Wang, Leyan Zhu, Shaofei Huang +4

As one of the fundamental functions of autonomous driving system, freespace detection aims at classifying each pixel of the image captured by the camera as drivable or non-drivable…