Brief Description of Research：
Recently, artificial intelligence (AI) has become a major research topic in various fields. There are more jobs that
require AI's related skills now. In view of this, a group of faculty members in our institute have been put together
to conduct research in big data analytics and machine learning (including deep learning) with applications in
multimedia signal processing (video summarization), social network analysis, recommender systems, and
precision marketing.
Smart Album System with Auto Captioner
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The album can be organized “smartly’’ so that a picture can be searched by a keyword or a sentence! DEEP LEARNING was used to automatically pick up the most important pictures and an improved LSTM was used to generate the semantic descriptions to boost user experiences. |
Video Summarization and Captioning
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A summarized video not only preserves the essential frames from the original video, but also captures their semantic information. With the proposed S2VT, SA, and data augmentation strategies, our approach further improves the performance of the semantic information. With the video summarization and captioning techniques, a user can easily seek any clips in a video by querying the semantic information!! |
Face Hallucination for Very Low-Resolution Face Image
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Faculty members in the AI group：
*Prof. Cheng-Shang Chang、Prof. Bor-Sen Chen、Prof. Chong-Yung Chi、Prof. Duan-Shin Lee、
Prof. Hwa-Chun Lin、Prof. Ching-Te Chiu、Prof. Jen-Ming Wu、Prof. Chia-Wen Lin、Prof. Hsi-Pin Ma、
Prof. Yao-Win (Peter) Hong、Prof. Che Lin、Prof. Chih-Hao Huang
( *：Coordinator)
Projects：
1. Project Name：Knowledge Discovery and Its Applications of Large-scale Mobile Videos and Information for
5G Networks
Project Members：Prof. Cheng-Shang Chang、Prof. Chia-Wen Lin、Prof. Chih-Hao Huang、
Prof. Shan-Hung Wu、Prof. Duan-Shin Lee、Prof. Hwa-Chun Lin、
Prof. Hwann-Tzong Chen、Prof. Min Sun、Prof. Hung-Min Sun、
Prof. Jung-Chun Kao、Prof. Che-Rung Lee
Project Period：November 2014 ~ July 2017
2. Project Name：Analysis of dynamic data linked by social networks
Project Members：Prof. Duan-Shin Lee、Prof. Cheng-Shang Chang、Prof. Wing-Kai Hon
Project Period：November 2014 ~ July 2017
3. Project Name：Large-Scale Cyber-Physical Data Analysis for Human-Centric Learning, Recommendation, and
Behavior Shaping
Project Members：Prof. Yao-Win (Peter) Hong、Prof. I-Hsiang Wang (NTU)、Prof. Chi-Chun (Jeremy) Lee
、Prof. Shih-Hau Fang (YZU)
Project Period：June 2017 ~ May 2020
4. Project Name：Integrating deep learning, big data analytics, ChatBot, and customer relation management
systems for customer-centric precision marketing
Project Members：Prof. Che Lin、Prof. Yun-Nung Chen (NTU)、Prof. Galit Shmueli、
Prof. Li-Chen Cheng (SCU)
Project Period：June 2017 ~ May 2020
Publications：
1. Cheng-Shang Chag, Lee, Duan-Shin Lee, Li-Heng Liou, Sheng-Min Lu and Mu-Huan Wu, “A probabilistic
framework for structural analysis and community detection in directed networks”, to appear in IEEE/ACM
Transactions on Networking.
2. Chih-Chung Hsu and Chia-Wen Lin*, “CNN-based joint clustering and representation learning with feature
drift compensation for large-scale image data,” IEEE Trans. Multimedia (Special Issue on Large-Scale
Multimedia Data Retrieval, Classification, and Understanding), July, 2017.
3. Lorenzo Ferrari, Anna Scaglione, Reinhard Gentz, and Y.-W. Peter Hong, “Convergence results on pulse
coupled oscillator protocols in locally connected networks,” to appear in IEEE/ACM Transactions on
Networking.
4. C.-H. Lin, Chong-Yung Chi, Y.-H. Wang, and T.-H. Chan, “A fast hyperplane-based minimum-volume
enclosing simplex algorithm for blind hyperspectral unmixing,” IEEE Trans. Signal Processing, vol. 64, no. 8,
pp. 1946-1961, Apr. 2016.
