no code implementations • 6 Feb 2024 • Aoran Xiao, Weihao Xuan, Heli Qi, Yun Xing, Ruijie Ren, Xiaoqin Zhang, Ling Shao, Shijian Lu
CAT-SAM freezes the entire SAM and adapts its mask decoder and image encoder simultaneously with a small number of learnable parameters.
no code implementations • 3 Nov 2023 • Jianxiong Shen, Ruijie Ren, Adria Ruiz, Francesc Moreno-Noguer
To quantify the uncertainty on the learned surface, we model a stochastic radiance field.
1 code implementation • CVPR 2023 • Aoran Xiao, Jiaxing Huang, Weihao Xuan, Ruijie Ren, Kangcheng Liu, Dayan Guan, Abdulmotaleb El Saddik, Shijian Lu, Eric Xing
In addition, we design a domain randomization technique that alternatively randomizes the geometry styles of point clouds and aggregates their embeddings, ultimately leading to a generalizable model that can improve 3DSS under various adverse weather effectively.
no code implementations • 6 Oct 2021 • Ruijie Ren, Mohit Gurnani Rajesh, Jordi Sanchez-Riera, Fan Zhang, Yurun Tian, Antonio Agudo, Yiannis Demiris, Krystian Mikolajczyk, Francesc Moreno-Noguer
We show that training our network solely with synthetic data and the proposed DA yields results competitive with models trained on real data.
no code implementations • 24 Sep 2019 • Weihao Xuan, Ruijie Ren
In order to drive safely on the road, autonomous vehicle is expected to predict future outcomes of its surrounding environment and react properly.