Zhou Yanpeng — accepted AI-conference papers

2025

UniGS: Unified Language-Image-3D Pretraining with Gaussian Splatting

Haoyuan Li, Zhou Yanpeng, Tao Tang, Jifei Song, Yihan Zeng, Michael Kampffmeyer +2

ICLR 2025poster

Recent advancements in multi-modal 3D pre-training methods have shown promising efficacy in learning joint representations of text, images, and point clouds. However, adopting point clouds as 3D representation fails to fully capture the intricacies of the 3D world and exhibits a noticeable gap betwe…

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2024

UNIT: Unifying Image and Text Recognition in One Vision Encoder

Yi Zhu, Zhou Yanpeng, Chunwei Wang, Yang Cao, Jianhua Han, Lu Hou +1

NeurIPS 2024poster

Currently, vision encoder models like Vision Transformers (ViTs) typically excel at image recognition tasks but cannot simultaneously support text recognition like human visual recognition. To address this limitation, we propose UNIT, a novel training framework aimed at UNifying Image and Text recog…

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