Interests 研究興趣

研究重點領域

  • Image processing 影像處理
  • Machine learning 機器學習
  • Computer vision 電腦視覺
  • Deep learning 深度學習

研究方向

Introduction 研究簡介

  • A short introduction to my research: [PPT] [PDF] (Latest updated: Feb. 2018)
  • 研究簡介：[PPT] [PDF]

Learning-based Hyperspectral SR (2020-)

[IEEE Transactions on Geoscience and Remote Sensing]

DCSN: Deep compressed sensing network for efficient hyperspectral data transmission of miniaturized satellite

 [CVGIP 2020]

Deep joint compression and super-resolution low-rank network for fast hyperspectral data transmission,

[Project] [PDF]  [GitHub] 

以深度學習為基礎之高光譜/多光譜影像超解析度與壓縮感知技術開發

Vision-based ADAS (2019-)

 [IEEE IS3C 2020]

Vehicle Trajectory Prediction based on Social Generative Adversarial Network for Self-Driving Car Applications

[IEEE ICCE-TW 2020]

Learning to Predict Risky Driving Behaviors for Autonomous Driving

[Project] [PDF]  [GitHub] available soon.

自駕車視覺系統之危險駕駛行為預測與台灣道路地區資料庫建置。

Fake Image Detection (2018-)

[IEEE ICIP Conference 2019] [Applied Sciences]

Detecting Generated Image Based on Coupled Network with Two-Step Pairwise Learning

[IEEE IS3C Conference 2018]

Learning to Detect Fake Face Images in the Wild

[News] 工商時報、台大新興媒體中心

[Project] [PDF]  [GitHub]

偽造 / 造假 照片偵測!! 打擊假照片、假新聞！

Identity-Preserving Face Hallucination (2018-)

[IEEE T-IP]

SiGAN: Siamese Generative Adversarial Network for Identity-Preserving Face Hallucination," IEEE Transactions on Image Processing (T-IP), 2019.

[PDF]  [GitHub]

還原不清楚、模糊的低解析度人臉照片，並保留原始身分！

Social Media Prediction (2016-)

  • [ACM Multimedia 2017-2020]
  • Social Media Prediction Based on Residual Learning and Random Forest (2017)  
    • See publication list to check new versions.
  • 2 * Best-performance award, 2 * Top-performance award
  • Best Grand Challenge Paper Award (2017)
  • [GitHub][PDF]

預測你的PO文點擊率!!

Large-Scale Image Clustering (2016-2017)

[TMM 2018] [ICIP 2017]

[CNN-Based Joint Clustering and Representation Learning with Feature Drift Compensation for Large-Scale Image Data]

[PDF] [Code (coming soon)]

巨量影像資料分群演算法。

Image Deblocking and Super-Resolution (2013-2014)

[TMM 2015] [MMSP 2013]

[Learning-Based Joint Super-Resolution and Deblocking for a Highly Compressed Image]

*MMSP 2013 Top 10% paper award

[Project Page] [PDF] [Matlab Source Code (32-bit only)]

同時去除區塊效應並提高解析度 (放大後不模糊)!

Super-Resolution of Textured Video (2012~2014)

[IEEE Transaction on Image Processing (TIP)] [MMSP 2014]

[Temporally coherent super-resolution of textured video via dynamic texture synthesis]

[Project Page] [PDF] [Matlab Code]

提供動態紋理視訊的超解析度技術 (放大後不模糊)!

Quality Assessment for Image Retargeting (2011~2013)

[IEEE Journal of Selected Topics in Signal Processing] [VCIP 2013]

[Objective quality assessment for image retargeting based on perceptual geometric distortion and information loss]

[Project Page] [PDF] [Matlab Code]

評估影像濃縮技術的品質 (即對這張影像結果作評分)!

Super-Resolution (2010-2011)

[MMSP2011]

[Image super-resolution via feature-based affine transform]

[Project Page] [PDF] [Executable Code (Matlab)]

We provided only implements NLM with the proposed method as an example.

影像超解析度技術依賴於資料庫，我們提出一種方法豐富資料庫的類型，提高放大的效果。

Face Hallucination (2008-2010)

[MMSP2010]

[Face hallucination using Bayesian global estimation and local basis selection]

[Project page] [PDF] [Matlab code & Database]

人臉超解析度放大 (從很小張人臉影像放大到清晰的人臉影像)!

Video Forensics (2007-2008)

[MMSP2008]

[Video forgery detection using the correlation of noise residue]

*Citations > 100

[PDF] [Matlab code] [Database]

視訊的鑑識技術，防止有心人士對影片偽造。

Image Authentication (2006-2007)

[Optical Engineering]

[Image authentication and tampering localization based on watermark embedding in the wavelet domain]

[Download PDF] [Source Code]

將浮水印藏入影像中並可耐受不同攻擊。