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Robust Symmetry Prediction with Multi-Modal Feature Fusion for Partial Shapes
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作者 Junhua Xi Kouquan Zheng +3 位作者 Yifan Zhong Longjiang Li Zhiping Cai jinjing chen 《Intelligent Automation & Soft Computing》 SCIE 2023年第3期3099-3111,共13页
In geometry processing,symmetry research benefits from global geo-metric features of complete shapes,but the shape of an object captured in real-world applications is often incomplete due to the limited sensor resoluti... In geometry processing,symmetry research benefits from global geo-metric features of complete shapes,but the shape of an object captured in real-world applications is often incomplete due to the limited sensor resolution,single viewpoint,and occlusion.Different from the existing works predicting symmetry from the complete shape,we propose a learning approach for symmetry predic-tion based on a single RGB-D image.Instead of directly predicting the symmetry from incomplete shapes,our method consists of two modules,i.e.,the multi-mod-al feature fusion module and the detection-by-reconstruction module.Firstly,we build a channel-transformer network(CTN)to extract cross-fusion features from the RGB-D as the multi-modal feature fusion module,which helps us aggregate features from the color and the depth separately.Then,our self-reconstruction net-work based on a 3D variational auto-encoder(3D-VAE)takes the global geo-metric features as input,followed by a prediction symmetry network to detect the symmetry.Our experiments are conducted on three public datasets:ShapeNet,YCB,and ScanNet,we demonstrate that our method can produce reliable and accurate results. 展开更多
关键词 Symmetry prediction multi-modal feature fusion partial shapes
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Hepatitis B Virus Infection in B-Cell Non-Hodgkin’s Lymphoma, and Effect of Entecavir in Prophylactic Antiviral Therapy
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作者 jinjing chen Haizhen Yi +1 位作者 Hong Cen Wei Yan 《Health》 CAS 2016年第5期495-503,共9页
Background: specialized studies on hepatitis B virus (HBV) infection and B-NHL (B-cell Non-Hodgkin’s Lymphoma) are limited, as well as prophylactic antiviral therapy for B-NHL patients with HBV infection who are rece... Background: specialized studies on hepatitis B virus (HBV) infection and B-NHL (B-cell Non-Hodgkin’s Lymphoma) are limited, as well as prophylactic antiviral therapy for B-NHL patients with HBV infection who are receiving anticancer chemotherapy. This study aims to investigate the association between HBV infection and B-NHL, and to evaluate the effect of prophylactic antiviral therapy for HBV-infected B-NHL patients. Study design: A retrospective, case-control study was performed. The study group included 420 patients with B-NHL who were consecutively diagnosed from May 2003 to October 2013 (age range, 14 - 71 years), and the control group included 1280 Chinese residents in Guangxi who participated in the Health Survey (age range, 18 - 74 years). We compared the prevalence rate of HBV infection and clinic-pathologic characteristics between the two groups. The prevalence rate of HBV infection in our study was 34.7% (146/420), higher than the prevalence rate of 13.9% (178/1280) in the general population (P < 0.001). Among 146 B-NHL patients who received anticancer chemotherapy, 104 patients (71.2%) received prophylactic antiviral therapy. Conclusion: This study provides evidence that HBV may play an important role in development of B-NHL. Entecavir maybe the better antiviral drugs than Lamivudine, and antiviral therapy is maintained more than 6 months that maybe the optimal duration of prophylactic antiviral therapy. But further investigation should be conducted for determination of optimal duration and monitoring of antiviral therapy. 展开更多
关键词 Hepatitis B infection B-NHL PREVALENCE Prophylactic Antiviral Therapy
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A class of simple Lie algebras attached to unit forms 被引量:1
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作者 jinjing chen Zhengxin chen 《Frontiers of Mathematics in China》 SCIE CSCD 2017年第4期787-803,共17页
Abstract Let n ≥ 3. The complex Lie algebra, which is attached to a unit form xixj and defined by generators and generalized Serre relations, is proved to be a finite-dimensional simple Lie algebra of type A~, and r... Abstract Let n ≥ 3. The complex Lie algebra, which is attached to a unit form xixj and defined by generators and generalized Serre relations, is proved to be a finite-dimensional simple Lie algebra of type A~, and realized by the Ringel-Hall Lie algebra of a Nakayama algebra of radical square zero. As its application of the realization, we give the roots and a Chevalley basis of the simple Lie algebra. 展开更多
关键词 Nakayama algebras finite-dimensional simple Lie algebras Ringel-Hall Lie Mgebras
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