Search Results for author: Hong Pan

Found 5 papers, 1 papers with code

FDA: Feature Decomposition and Aggregation for Robust Airway Segmentation

no code implementations7 Sep 2021 Minghui Zhang, Xin Yu, Hanxiao Zhang, Hao Zheng, Weihao Yu, Hong Pan, Xiangran Cai, Yun Gu

Compared to other state-of-the-art transfer learning methods, our method accurately segmented more bronchi in the noisy CT scans.

Transfer Learning

Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach

1 code implementation11 Jan 2021 Zhiming Zhang, Jin Yan, Liangding Li, Hong Pan, Chuanzhi Dong

A deep learning model, long short term memory fully convolutional network (LSTM-FCN), is leveraged by assigning appropriate inputs and representative class labels for the TSC problem, First, a TSC classifier is trained and validated using the data collected under intact conditions of stay cables, setting the segmented data series as input and the cable (or cable pair) ID as class labels.

Feature Engineering Time Series +1

A Novel DNN Training Framework via Data Sampling and Multi-Task Optimization

no code implementations2 Jul 2020 Boyu Zhang, A. K. Qin, Hong Pan, Timos Sellis

The training set is used for training the model while the validation set is used to estimate the generalization performance of the trained model as the training proceeds to avoid over-fitting.

Transfer Learning

A comprehensive study of sparse codes on abnormality detection

no code implementations13 Mar 2016 Huamin Ren, Hong Pan, Søren Ingvor Olsen, Thomas B. Moeslund

Sparse representation has been applied successfully in abnormal event detection, in which the baseline is to learn a dictionary accompanied by sparse codes.

Anomaly Detection Event Detection

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