no code implementations • 15 Apr 2024 • WeiSheng Gong, Chen He, KaiJie Su, Qingyong Li
In summary, this dataset addresses the problem of data scarcity in special environments, fostering the development of perception and mapping algorithms for extreme conditions.
no code implementations • 28 Oct 2023 • Wenju Sun, Qingyong Li, Wen Wang, Yangli-ao Geng
The knowledge from the plastic learner is transferred to the stable learner via cumulative parameter averaging.
1 code implementation • CVPR 2023 • Wenju Sun, Qingyong Li, Jing Zhang, Wen Wang, Yangli-ao Geng
BMKP decouples the functions of learning and knowledge remembering via a bilevel-memory design: a working memory responsible for adaptively model learning, to ensure plasticity; a long-term memory in charge of enduringly storing the knowledge incorporated within the learned model, to guarantee stability.
1 code implementation • 5 Jan 2022 • Wenju Sun, Qingyong Li, Jing Zhang, Danyu Wang, Wen Wang, Yangli-ao Geng
DisCOIL follows the basic principle of POC, but it adopts variational auto-encoders (VAE) instead of other well-established one-class classifiers (e. g. deep SVDD), because a trained VAE can not only identify the probability of an input sample belonging to a class but also generate pseudo samples of the class to assist in learning new tasks.
1 code implementation • ICCV 2021 • Wenyuan Xue, Baosheng Yu, Wen Wang, DaCheng Tao, Qingyong Li
A table arranging data in rows and columns is a very effective data structure, which has been widely used in business and scientific research.
no code implementations • 10 May 2021 • Haomin Yu, Yangli-ao Geng, Yingjun Zhang, Qingyong Li, Jiayu Zhou
Despite the popularity of this single-task schema, it may neglect interactions among calibration tasks of different sensors, which encompass underlying information to promote calibration performance.
1 code implementation • 25 Nov 2019 • Xiao Wang, Ruijia Wang, Chuan Shi, Guojie Song, Qingyong Li
The interactions of users and items in recommender system could be naturally modeled as a user-item bipartite graph.
no code implementations • 2 Nov 2016 • Yangli-ao Geng, Qingyong Li, Rong Zheng, Fuzhen Zhuangz, Ruisi He
Furthermore, we discover that the number of clusters computed by RECOME is a step function of the $\alpha$ parameter with jump discontinuity on a small collection of values.
Databases