L
Li Liu
Researcher at National University of Defense Technology
Publications - 621
Citations - 19494
Li Liu is an academic researcher from National University of Defense Technology. The author has contributed to research in topics: Medicine & Computer science. The author has an hindex of 53, co-authored 411 publications receiving 11986 citations. Previous affiliations of Li Liu include Harvard University & University of the Sciences.
Papers
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Journal ArticleDOI
Deep Learning for Generic Object Detection: A Survey
Li Liu,Li Liu,Wanli Ouyang,Xiaogang Wang,Paul Fieguth,Jie Chen,Xinwang Liu,Matti Pietikäinen +7 more
TL;DR: A comprehensive survey of the recent achievements in this field brought about by deep learning techniques, covering many aspects of generic object detection: detection frameworks, object feature representation, object proposal generation, context modeling, training strategies, and evaluation metrics.
Journal ArticleDOI
Deep Learning for 3D Point Clouds: A Survey
TL;DR: This paper presents a comprehensive review of recent progress in deep learning methods for point clouds, covering three major tasks, including 3D shape classification, 3D object detection and tracking, and 3D point cloud segmentation.
Journal ArticleDOI
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges
Moloud Abdar,Farhad Pourpanah,Sadiq Hussain,Dana Rezazadegan,Li Liu,Mohammad Ghavamzadeh,Paul Fieguth,Xiaochun Cao,Abbas Khosravi,U. Rajendra Acharya,U. Rajendra Acharya,U. Rajendra Acharya,Vladimir Makarenkov,Saeid Nahavandi +13 more
TL;DR: This study reviews recent advances in UQ methods used in deep learning and investigates the application of these methods in reinforcement learning (RL), and outlines a few important applications of UZ methods.
Journal ArticleDOI
A genome-wide association study identifies two new lung cancer susceptibility loci at 13q12.12 and 22q12.2 in Han Chinese
Zhibin Hu,Chen Wu,Yongyong Shi,Huan Guo,Xueying Zhao,Zhihua Yin,Lei Yang,Juncheng Dai,Lingmin Hu,Wen Tan,Zhiqiang Li,Qifei Deng,Jiucun Wang,Wei Wu,Guangfu Jin,Yue Jiang,Dianke Yu,Guoquan Zhou,Hongyan Chen,Peng Guan,Yijiang Chen,Yongqian Shu,Lin Xu,Xiangyang Liu,Li Liu,Ping Xu,Baohui Han,Chunxue Bai,Yuxia Zhao,Haibo Zhang,Ying Yan,Hongxia Ma,Jiaping Chen,Mingjie Chu,Feng Lu,Zhengdong Zhang,Feng Chen,Xinru Wang,Li Jin,Jiachun Lu,Baosen Zhou,Daru Lu,Tangchun Wu,Dongxin Lin,Hongbing Shen +44 more
TL;DR: Results suggest that genetic variants in 3q28, 5p15.33, 13q 12.12 and 22q12.2 may contribute to the susceptibility of lung cancer in Han Chinese.
Journal ArticleDOI
Binary Multi-View Clustering
TL;DR: A novel Binary Multi-View Clustering (BMVC) framework, which can dexterously manipulate multi-view image data and easily scale to large data, and is formulated by two key components: compact collaborative discrete representation learning and binary clustering structure learning, in a joint learning framework.