Steven's Homepage

Intelligent Hyperspectral Computing Laboratory

(高光譜智慧運算實驗室)

(For anyone interested in joining us, please feel free to send me an email to discuss the opportunities. E-mail: chiahsiang.steven.lin@gmail.com)

I'd Like to Express My Sincerest Gratefulness to My First Batch of Students:

Tzu-Hsuan Lin (Ph.D.)

Cheng-Yu Sie (瑞昱)

Yen-Cheng Lin (聯發科)

Chi-Hung Kao (聯詠)

Po-Wei Tang (Ph.D.)

Yangrui Liu (Ph.D.)

Current Members:

Tzu-Hsuan Lin (Ph.D.)

Po-Wei Tang (Ph.D.)

Yangrui Liu (Ph.D.)

Jhao-Ting Lin (Ph.D.)

Zi-Chao Leng (Ph.D.)

Si-Sheng Young (Ph.D.)

Shih-Min Hsu (Ph.D.)

Guang-Jie Wei

Yi-Xuan Zhong

Chen-Yu Kuo

Ching-Yun Liang

Shang-Chun Shih

Jun-Lin Guo

Ting-Jiun Yang

Ping-Jung Yang

Yu-Jung Chang

Jhih-Yan Chen

Yung-Sheng Liang

Bo-Yu Lin

Cheng-Wei Fan

Chen-Yu Liu

Jian-Kai Huang

Wei-Heng Li

Wei-Chun Lin

Xian-Jin Liao

Huan-Zhi Lin

Qian-Hao Wang

Hung-Chia Wang

Guan-Yu Lai

Chen Chen

Recruiting (Postdoc, RA, etc.)

Please check this YouTube video to know more about our recent research achievements done together with my lovely students!

English subtitle available!

Honors of My Students:

(Apr. 2022) 恭喜大學部四年級專題生 (陳右耀、林宛萱) 榮獲電機系畢業專題競賽第二名!
(Apr. 2022) 恭喜大學部四年級專題生 (黃筱晴) 榮獲電機系畢業專題競賽第三名!
(Mar. 2022) 恭喜大學部四年級專題生 (張百顓) 發表期刊論文於 IEEE Access，並且榮獲 Purdue、UCLA 等名校錄取!
(Dec. 2021) 恭喜博一同學 (湯柏緯、林子亘、林昭廷) 榮獲「110學年度第一學期優良助教」!
(Nov. 2021) 恭喜博一同學 (湯柏緯) 榮獲「行天宮文教發展促進基金會資優學生長期培育獎學金」!
(Nov. 2021) 恭喜博一同學 (林子亘) 榮獲「潘文淵獎學金」!
(Oct. 2021) 恭喜博一同學 (湯柏緯) 榮獲「國立成功大學培育優秀博士生獎學金」!
(Aug. 2021) 恭喜碩班同學 (高齊鴻、簡韶葦) 榮獲 IPPR Conference On Computer Vision, Graphics, And Image Processing (CVGIP) 佳作論文獎!
(Jul. 2021) 恭喜碩二同學 (林彥呈) 榮獲「斐陶斐榮譽會員」!
(Jul. 2021) 恭喜碩二同學 (高齊鴻) 榮獲「斐陶斐榮譽會員」!
(Jun. 2021) 恭喜大學部三年級專題生 (黃筱晴) 榮獲「科技部大專學生研究計畫」!
(Mar. 2021) 恭喜博一同學 (湯柏緯) 榮獲「潘文淵獎學金」!

(Oct. 2020) 恭喜碩二同學 (高齊鴻, co-advised by Prof. Chih-Chung Hsu) 榮獲國際頂尖會議 ACM Multimedia (ACM MM) Top Performance Award (Social Media Prediction Challenge)!
(Aug. 2020) 恭喜碩二同學 (謝承育、湯柏緯、林彥呈) 榮獲 IPPR Conference On Computer Vision, Graphics, And Image Processing (CVGIP) 佳作論文獎!

(Jul. 2020) 恭喜大學部四年級專題生 (李奕勳) 榮獲五次書卷獎!
(Jul. 2020) 恭喜大學部三年級專題生 (張百顓) 榮獲三次書卷獎!
(Jul. 2020) 恭喜王家翔同學 (第一作者)、鄭偉成同學於日本橫濱報告之 IEEE IGARSS 論文獲選 Symposium Interactive Session Prize Paper Award，預計今年暑假於美國夏威夷領取獎狀、獎金 (得獎論文：“Panchromatic Sharpening of Multispectral Satellite Imagery via an Explicitly Defined Convex Self-similarity Regularization”)!

(Mar. 2020) 恭喜碩一同學 (林子亘、林彥呈、高齊鴻) 研究成果被頂尖國際會議 IEEE SAM 接受 (發表場次：Unsupervised Computing and Large-Scale Optimization for Multi-dimensional Data Processing)!

IHCL Research at One Glance:

Selected Publications:

Chia-Hsiang Lin, C.-Y. Chi, L. Chen, D. J. Miller, and Y. Wang, “Detection of sources in non-negative blind source separation by minimum description length criterion,” IEEE Trans. Neural Networks and Learning Systems, vol. 29, no. 9, pp. 4022-4037, Sep. 2018. [PDF]
Chia-Hsiang Lin, R. Wu, W.-K. Ma, C.-Y. Chi, and Y. Wang, “Maximum volume inscribed ellipsoid: A new simplex-structured matrix factorization framework via facet enumeration and convex optimization,” SIAM Journal on Imaging Sciences, vol. 11, no. 2, pp. 1651-1679, 2018. [PDF]
Chia-Hsiang Lin, W.-K. Ma, W.-C. Li, C.-Y. Chi, and A. Ambikapathi, “Identifiability of the simplex volume minimization criterion for blind hyperspectral unmixing: The no pure-pixel case,” IEEE Trans. Geoscience and Remote Sensing, vol. 53, no. 10, pp. 5530-5546, Oct. 2015. [PDF]

Expertise of Former Students:

(2021) Yen-Cheng Lin: Compressed sensing, hyperspectral tensor completion, and deep learning.
(2021) Cheng-Yu Sie: Spatiotemporal super-resolution, convex optimization, and machine learning.
(2021) Chi-Hung Kao: Compressed sensing, hyperspectral single-image super-resolution, and deep learning.
(2018) Chia-Hsiang Wang: Panchromatic sharpening.
(2018) Wei-Cheng Zheng: Unsupervised change detection in multispectral images.