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Automated segmentaiton and classification of arterioles and venules using Cascading Dilated Convolutional Neural Networks
Meng Li, Yan Zhang, Haicheng She +4
The change of retinal vasculature is an early sign of many vascular and systematic diseases, such as diabetes and hypertension. Different behaviors of retinal arterioles and venule…
Multistep Speed Prediction on Traffic Networks: A Graph Convolutional Sequence-to-Sequence Learning Approach with Attention Mechanism
Zhengchao Zhang, Meng Li, Xi Lin +2
Multistep traffic forecasting on road networks is a crucial task in successful intelligent transportation system applications. To capture the complex non-stationary temporal dynami…
Streaming Algorithms for Planar Convex Hulls
Martin Farach-Colton, Meng Li, Meng-Tsung Tsai
Many classical algorithms are known for computing the convex hull of a set of point in using space. For large point sets, whose size exceeds the size of t…
Computed Tomography Image Enhancement using 3D Convolutional Neural Network
Meng Li, Shiwen Shen, Wen Gao +2
Computed tomography (CT) is increasingly being used for cancer screening, such as early detection of lung cancer. However, CT studies have varying pixel spacing due to differences…
Data Efficient Lithography Modeling with Transfer Learning and Active Data Selection
Yibo Lin, Meng Li, Yuki Watanabe +4
Lithography simulation is one of the key steps in physical verification, enabled by the substantial optical and resist models. A resist model bridges the aerial image simulation to…
Federated Learning with Non-IID Data
Yue Zhao, Meng Li, Liangzhen Lai +3
Federated learning enables resource-constrained edge compute devices, such as mobile phones and IoT devices, to learn a shared model for prediction, while keeping the training data…