Jun-Jie Huang
Address: Room 805, Electrical and Electronic Engineering Department, Imperial College London, Exhibition Road, London, SW7 2AZ
Email:email

I am currently a postdoctoral researcher at Communications and Signal Processing Group, Electrical and Electronic Engineering Department, Imperial College London, advised by Professor Pier Luigi Dragotti .

I completed my Ph.D. (2019) at the Department of Electrical and Electronic Engineering, Imperial College London, under the supervision of Professor Pier Luigi Dragotti. I received the B.Eng. (Hons) degree (2013) with First Class Honours in Electronic Engineering from The Hong Kong Polytechnic University and the M.Phil. degree (2015) in Electronic and Information Engineering from the same university under the supervision of Professor Wan-Chi Siu.

My research interests include image restoration, countinous-domain signal processing, deep dictionary learning and deep learning.

CV (PDF)

Full list of publications available on Google Scholar.

2020-02 One paper on Deep Phase Retrieval has been submitted to IEEE SPL!
2020-02 Please check our recent research on revealing hidden secrets of DaVinci's Virgin of the Rocks (Video and Article)!
2020-01 Two papers on Deep Dictionary Learning have been submitted to TSP!
2020-01 Three papers have been accepted by ICASSP'20!
2019-12 One paper on pedestrian detection has been submitted to TIP!
2019-11 I have passed my Ph.D viva!
2019-06 Please check the talk given by Professor Dragotti about our Deep Dictionary Learning work at the Alan Turing Institue!
2019-05 Two papers have been accepted by SPARS'19!
2019-02 One paper has been accepted by ICASSP'19!
2018-07 Please check the YouTube_Video for our paper on image completion!
2018-06 Our paper on image completion has been accepted by TIP!
2018-01 Two papers have been accepted by ICASSP'18!
2017-09 Attending Signal Processing meets Deep Learning (S3P-2017) summer school at Capri, Italy!
2017-09 One paper on image completion has been submitted to TIP!
2017-05 One paper has been accepted by CVPRW'17!
2017-04 One paper has been accepted by SampTA'17!
2016-12 One paper has been accepted by ICASSP'17 for oral presentation!

1. Qi Yu, Jun-Jie Huang, Jubo Zhu, Wei Dai and Pier Luigi Dragotti, "Deep Phase Retrieval via Over-Parameterization," submitted to IEEE Signal Processing Letters.

2. Jun-Jie Huang, and Pier Luigi Dragotti, "Learning Deep Analysis Dictionaries—Part I: Unstructured Dictionaries," submitted to IEEE Trans. on Signal Processing.

   arXiv BibTeX

3. Jun-Jie Huang, and Pier Luigi Dragotti, "Learning Deep Analysis Dictionaries–Part II: Convolutional Dictionaries," submitted to IEEE Trans. on Signal Processing.

   arXiv BibTeX

4. Tianrui Liu, Wenhan Luo, Lin Ma, Jun-Jie Huang, Tania Stathaki and Tianhong Dai, "Coupled Network for Robust Pedestrian Detection with Gated Multi-Layer Feature Extraction and Deformable Occlusion Handling," submitted to IEEE Trans. on Image Processing.

   arXiv BibTeX

5. Jun-Jie Huang and Pier Luigi Dragotti, "Photo Realistic Image Completion via Dense Correspondence," IEEE Trans. on Image Processing, vol 27, no. 11, pp. 5234-5247, November 2018.

   PDF YouTube_Video BibTeX

6. Jun-Jie Huang and Wan-Chi Siu, "Learning Hierarchical Decision Trees for Single Image Super-Resolution," IEEE Transactions on Circuits and Systems for Video Technology, vol. 27, no. 5, pp. 937-950, 2017. (State-of-the-art image super-resolution results!)

  PDF Executable_Code Evaluation_Results BibTeX

7. Jun-Jie Huang, Wan-Chi Siu and Tian-Rui Liu, "Fast Image Interpolation via Random Forests," IEEE Transactions on Image Processing, vol. 24, no. 10, pp. 3232-3245, 2015. (State-of-the-art image interpolation results!)

   PDF Project_Page BibTeX

1. Tianrui Liu, Jun-Jie Huang, Tianhong Dai, Guangyu Ren, and Tania Stathaki, "Gated Multi-layer Convolutional Feature Extraction Network for Robust Pedestrian Detection," Accepted by IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2020).

   PDF BibTeX

2. Vincent Chi Hang Leung, Jun-Jie Huang, and Pier Luigi Dragotti, "Reconstruction of FRI Signals using Deep Neural Network Approaches," Accepted by IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2020). (Oral)
3. Su Yan, Jun-Jie Huang, Nathan Daly, Catherine Higgitt, and Pier Luigi Dragotti, "Revealing Hidden Drawings in Leonardo's 'The Virgin of the Rocks' from MACRO X-RAY Fluorescence Scanning Data through Element Line Localisation," Accepted by IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2020). (Oral)
4. Jun-Jie Huang, and Pier Luigi Dragotti, "A Deep Analysis Dictionary Model," Proceedings, The Signal Processing with Adaptive Sparse Structured Representations workshop (SPARS’2019).

   PDF BibTeX

5. Vincent Chi Hang Leung, Jun-Jie Huang, and Pier Luigi Dragotti, "Reconstruction of FRI Signals using Deep Neural Networks," Proceedings, The Signal Processing with Adaptive Sparse Structured Representations workshop (SPARS’2019).

   PDF BibTeX

6. Jun-Jie Huang, and Pier Luigi Dragotti, "A Deep Dictionary Model to Preserve and Disentangle Key Features in A signal," Proceedings, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2019).

   PDF BibTeX Poster

7. Jun-Jie Huang, and Pier Luigi Dragotti, "A Deep Dictionary Model for Image Super-Resolution," Proceedings, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2018). (oral presentation @ Special Session on Learning Signal Representation using Deep Learning).

   PDF BibTeX

8. Xin Deng, Jun-Jie Huang, Mengying Liu, and Pier Luigi Dragotti, "U-FRESH: An FRI-based Single Image Super Resolution Algorithm and An Application in Image Compression," Proceedings, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2018).

   PDF BibTeX

9. Jun-Jie Huang, Tianrui Liu, Pier Luigi Dragotti, and Tania Stathaki, "SRHRF+: Self-Example Enhanced Single Image Super-Resolution Using Hierarchical Random Forests," Proceedings, IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on New Trends in Image Restoration and Enhancement, July 2017.

   PDF BibTeX Poster

10. Jun-Jie Huang and Pier Luigi Dragotti, "Sparse Signal Recovery Using Structured Total Maximum Likelihood," Proceedings, Sampling Theory and Applications, 12th International Conference (SampTA’2017), July 3 – 7, 2017, Tallinn, Estonia.

   PDF BibTeX

11. Jun-Jie Huang and Pier Luigi Dragotti, "ProSparse Extension: Prony's Based Sparse Pattern Recovery with Extended Dictionaries," Proceedings, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2017), 5-9 March 2017, New Orleans, USA. (Oral)

   PDF BibTeX

12. Jun-Jie Huang and Wan-Chi Siu, "Fast Image Interpolation with Decision Tree," Proceedings, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2015), 19-24 April 2015, Brisbane, Australia. (Oral)

   PDF BibTeX

13. Jun-Jie Huang and Wan-Chi Siu, "Practical Applications of Random Forests for Super-Resolution Imaging," Proceedings, IEEE International Symposium on Circuits and Systems, (ISCAS’2015), 24-27 May 2015, Lisbon, Portugal.

  PDF BibTeX

14. Jun-Jie Huang and Wan-Chi Siu, "Large Colour LBP in Generalized Hough Transform," Proceedings, IEEE International Conference on Image Processing, (ICIP’2014), 27-30, October 2014, Paris, France.

   PDF BibTeX

15. Jun-Jie Huang, Kwok-Wai Hung and Wan-Chi Siu, "Hybrid DCT-Wiener-Based Interpolation using Dual MMSE Estimator Schem,e," Proceedings, 19th International Conference on Digital Signal Processing, (19th DSP2014) 20-23 August 2014, Hong Kong. (Oral)

  PDF BibTeX

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