Lin Ma Principal Researcher

Tencent AI Lab,

Shenzhen, China


 

 

 

 

Address: 8F, Langke Building,

No. 10, Gaoxin South 6th Road,

Nanshan District, Shenzhen, China

Email: forest.linma@gmail.com

forest.linma@outlook.com

Homepage: http://forestlinma.com


NEWS

A few internship postions are available. Please contact me if your are interested.
Nov. 1, 2018 Three papers were accepted to AAAI 2019.
Sep. 20, 2018 One paper was accepted to TIP.
Sep. 9, 2018 Our Team Y8TM-T won the fourth (4/312) place in the 2nd Workshop on YouTube-8M Large-Scale Video Understanding.
Sep. 5, 2018 Two papers were accepted to NeurIPS 2018.
Aug. 14, 2018 One paper was accepted to TIP.
Aug. 10, 2018 One paper was accepted to EMNLP 2018.
Jul. 3, 2018 Four papers were accepted to ECCV 2018.
Jun. 25, 2018 One paper was accepted to TCSVT.
May 16, 2018 One paper was accepted to TIP.
May 11, 2018 One paper was accepted to ICML 2018.
Apr. 20, 2018 Two papers were accepted to IJCAI 2018.
Feb. 19, 2018 Five papers were accepted to CVPR 2018, with one Spotlight and four Posters.
Feb. 8, 2018 One paper was accepted to The Web Conference (original WWW), The Big Web Track, 2018.

BIOGRAPHY

Lin Ma is now a Principal Researcher with Tencent AI Lab, Shenzhen, China. His current research interests lie in the areas of deep learning and multimodal learning, specifically for image and language. His Ph.D. research topics are image/video processing and quality tuning. Previously, he was a Researcher with Huawei Noah's Ark Lab, Hong Kong from Aug. 2013 to Sep. 2016. He was a Visiting Student with the School of Computer Engineering, Nanyang Technological University (NTU), from Jul. 2011 to Sep. 2011. He was a Research Assistant with the Department of Electronic Engineering, CUHK, from Nov. 2008 to Jul. 2009. He was a Research Intern in Microsoft Research Asia from Oct. 2007 to Mar. 2008. He received his Ph.D. degree in Department of Electronic Engineering at the Chinese University of Hong Kong (CUHK) in 2013. He received the B. E., and M. E. degrees from Harbin Institute of Technology, Harbin, China, in 2006 and 2008, respectively, both in computer science. He was a finalist to HKIS young scientist award in engineering science in 2012. He was awarded the Microsoft Research Asia fellowship in 2011. He got the best paper award in Pacific-Rim Conference on Multimedia (PCM) 2008.

EXPERIENCE

Dec. 2017 - Present Principal Researcher, Tencent AI Lab, Shenzhen, China
Sep. 2016 - Nov. 2017 Senior Researcher, Tencent AI Lab, Shenzhen, China
Aug. 2013 - Sep. 2016 Researcher, Huawei Noah's Ark Lab, Hong Kong, China
Jul. 2011 - Sep. 2011 Visiting Student, School of Computer Engineering, Nanyang Technological University (NTU), Singapore
Nov. 2008 - Jul. 2009 Research Assistant, Department of Electronic Engineering, The Chinese University of Hong Kong (CUHK), Hong Kong, China
Oct. 2007 - Mar. 2008 Research Intern, Internet Media Group, Microsoft Research Asia (MSRA), Beijing, China

PUBLICATIONS

BOOKS

1.
Visual Signal Quality Assessment - Quality of Experience (QoE)
Chenwei Deng, Lin Ma, Weisi Lin, and King Ngi Ngan
Springer, ISBN: 978-3-319-10367-9, 303 pages, Nov. 2014.
[Full Text]

BOOK CHAPTERS

1.
Retargeted Image Quality Assessment: Current Progresses and Future Trends
Lin Ma, Chenwei Deng, Weisi Lin, King Ngi Ngan, and Long Xu
Visual Signal Quality Assessment - Quality of Experience (QoE), Springer, ISBN: 978-3-319-10367-9, pp. 213-242, Nov. 2014.
[Full Text]
2.
Conclusions and Perspectives
Chenwei Deng, Shuigen Wang, and Lin Ma
Visual Signal Quality Assessment - Quality of Experience (QoE), Springer, ISBN: 978-3-319-10367-9, pp. 287-302, Nov. 2014.
[Full Text]

PREPRINT

1.
Unsupervised Image Captioning
Yang Feng, Lin Ma, Wei Liu, and Jiebo Luo
[arXiv Link]
2.
Real-Time Referring Expression Comprehension by Single-Stage Grounding Network
Xinpeng Chen, Lin Ma, Jingyuan Chen, Zequn Jie, Wei Liu, and Jiebo Luo
[arXiv Link]
3.
Multi-granularity Generator for Temporal Action Proposal
Yuan Liu, Lin Ma, Yifeng Zhang, Wei Liu, and Shih-Fu Chang
[arXiv Link]
4.
Non-local NetVLAD Encoding for Video Classification
Yongyi Tang, Xing Zhang, Jingwen Wang, Shaoxiang Chen, Lin Ma, and Yu-Gang Jiang
[arXiv Link]

CONFERENCE PAPERS

1.

Hierarchical Photo-Scene Encoder for Album Storytelling
Bairui Wang, Lin Ma, Wei Zhang, Wenhao Jiang, and Feng Zhang
The Thirty-third AAAI Conference on Artificial Intelligence (AAAI), 2019.

2.

Localizing Natural Language in Videos
Jingyuan Chen, Lin Ma, Xinpeng Chen, Zequn Jie, and Jiebo Luo
The Thirty-third AAAI Conference on Artificial Intelligence (AAAI), 2019.

3.

Cousin Network Guided Sketch Recognition via Latent Attribute Warehouse
Kaihao Zhang, Wenhan Luo, Lin Ma, and Hongdong Li
The Thirty-third AAAI Conference on Artificial Intelligence (AAAI), 2019.

4.

Deep Non-blind Deconvolution via Generalized Low-rank Approximation
Wenqi Ren, Jiawei Zhang, Lin Ma, Jinshan Pan, Xiaochun Cao, Wangmeng Zuo, Wei Liu, and Ming-Hsuan Yang
The Thirty-second Annual Conference on Neural Information Processing Systems (NeurIPS), 2018.
[Full Text]

5.

Parsimonious Quantile Regression of Asymmetrically Heavy-tailed Financial Return Series
Xing Yan, Weizhong Zhang, Lin Ma, Wei Liu, and Qi Wu
The Thirty-second Annual Conference on Neural Information Processing Systems (NeurIPS), 2018.
[Full Text]

6.

Temporally Grounding Natural Sentence in Video
Jingyuan Chen, Xinpeng Chen, Lin Ma, Zequn Jie, and Tat-Seng Chua
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2018.
[Full Text]

7.

Video Re-localization
Yang Feng, Lin Ma, Wei Liu, Tong Zhang, and Jiebo Luo
European Conference on Computer Vision (ECCV), 2018.
[Full Text][arXiv Link][Project Homepage]

8.

Recurrent Fusion Network for Image Captioning
Wenhao Jiang, Lin Ma, Yu-Gang Jiang, Wei Liu, and Tong Zhang
European Conference on Computer Vision (ECCV), 2018.
[Full Text][arXiv Link]

9.

Unsupervised Image-to-Image Translation with Stacked Cycle-Consistent Adversarial Networks
Minjun Li, Haozhi Huang, Lin Ma, Wei Liu, Tong Zhang, and Yu-Gang Jiang
European Conference on Computer Vision (ECCV), 2018.
[Full Text][arXiv Link]

10.

Neural Stereoscopic Image Style Transfer
Xinyu Gong, Haozhi Huang, Lin Ma, Fumin Shen, Wei Liu, and Tong Zhang
European Conference on Computer Vision (ECCV), 2018.
[Full Text][arXiv Link]

11.
Safe Element Screening for Submodular Function Minimization
Weizhong Zhang, Bin Hong, Lin Ma, Wei Liu, and Tong Zhang
International Conference on Machine Learning (ICML), 2018.
[Full Text]
12.

Long-Term Human Motion Prediction by Modeling Motion Context and Enhancing Motion Dynamics
Yongyi Tang, Lin Ma, Wei Liu, and Wei-Shi Zheng
International Joint Conference on Artificial Intelligence (IJCAI), 2018.
[Full Text][arXiv Link]

13.
Image-level to Pixel-wise Labeling: From Theory to Practice
Tiezhu Sun, Wei Zhang, Zhijie Wang, Lin Ma, and Zequn Jie
International Joint Conference on Artificial Intelligence (IJCAI), 2018.
[Full Text]
14.

Regularizing RNNs for Caption Generation by Reconstructing The Past with The Present
Xinpeng Chen, Lin Ma, Wenhao Jiang, Jian Yao, and Wei Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[Full Text][arXiv Link][Project Homepage]

15.
Reconstruction Network for Video Captioning
Bairui Wang, Lin Ma, Wei Zhang, and Wei Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[Full Text][arXiv Link]
16.
Gated Fusion Network for Single Image Dehazing
Wenqi Ren, Lin Ma, Jiawei Zhang, Jinshan Pan, Xiaochun Cao, Wei Liu, and Ming-Hsuan Yang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[Full Text][arXiv Link][Project Homepage][Source Code]
17.
Bidirectional Attentive Fusion with Context Gating for Dense Video Captioning
Jingwen Wang, Wenhao Jiang, Lin Ma, Wei Liu, and Yong Xu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. (Spotlight)
[Full Text][arXiv Link][Project Homepage]
18.
Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks
Wei Xiong, Wenhan Luo, Lin Ma, Wei Liu, and Jiebo Luo
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[Full Text][arXiv Link]
19.
Fine-grained Video Attractiveness Prediction Using Multimodal Deep Learning on a Large Real-world Dataset
Xinpeng Chen, Jingyuan Chen, Lin Ma, Jian Yao, Wei Liu, Jiebo Luo, and Tong Zhang
The Web Conference (original WWW), The Big Web Track, 2018.
[Ful Text][arXiv Link]
20.
Learning to Guide Decoding for Image Captioning
Wenhao Jiang, Lin Ma, Xinpeng Chen, Hanwang Zhang, and Wei Liu
The Thirty-second AAAI Conference on Artificial Intelligence (AAAI), 2018.
[arXiv Link]
21.
Real-Time Neural Style Transfer for Videos
Haozhi Huang, Hao Wang, Wenhan Luo, Lin Ma, Wenhao Jiang, Xiaolong Zhu, Zhifeng Li, and Wei Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[Full Text]
22.
Learning to Answer Questions From Image Using Convolutional Neural Network
Lin Ma, Zhengdong Lu, and Hang Li
The Thirtieth AAAI Conference on Artificial Intelligence (AAAI), 2016.
[Oral Presentation][Full Text][arXiv Link][Project Homepage]
23.
Multimodal Convolutional Neural Networks for Matching Image and Sentence
Lin Ma, Zhengdong Lu, Lifeng Shang, and Hang Li
International Conference on Computer Vision (ICCV), 2015.
[Poster Presentation][Full Text][arXiv Link][Project Homepage]
24.
Screen Content Image Quality Assessment Using Edge Model
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Canhui Cai, and Kai-Kuang Ma
International Conference on Image Processing (ICIP), 2016.
[Full Text]
25.

Perceptual Image Quality Enhancement for Solar Radio Image
Long Xu, Lin Ma, Zhuo Chen, Xianyou Zeng, and Yihua Yan
International Conference on Quality of Multimedia Experience (QoMex), 2016.
[Full Text]

26. Deep Learning Features Inspired Saliency Detection of 3D Images
Qiudan Zhang, Xu Wang, Jianmin Jiang, and Lin Ma
Pacific-Rim Conference on Multimedia (PCM), 2016.
[Full Text]
27. Perceptual Quality Improvement for Synthesis Imaging of Chinese Spectral Radiohelograph
Long Xu, Lin Ma, Zhuo Chen, Yihua Yan, and Jinjian Wu
Pacific-Rim Conference on Multimedia (PCM), 2015.
[Full Text]
28. A Packet-Layer Model with Content Characteristics for Video Quality Assessment of IPTV
Qian Zhang, Lin Ma, Fan Zhang, and Long Xu
Pacific-Rim Conference on Multimedia (PCM), 2015.
[Full Text]
29.

Rank Learning Based No-Reference Quality Assessment of Retargeted Images
Lin Ma
, Long Xu, Yichi Zhang, King Ngi Ngan, Yihua Yan
IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2015.
[Full Text]

30.
Multimodal Learning for Classification of Solar Radio Spectrum
Zhuo Chen, Lin Ma, Long Xu, Yihua Yan
IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2015.
[Full Text]
31.
Multi-task Rank Learning for Image Quality Assessment
Long Xu, Jia Li, Weisi Lin, Yongbing Zhang, Lin Ma, Yuming Fang, Yun Zhang, and Yihua Yan
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2015.
[Full Text]
32.
How Does the Shape Descriptor Measure the Perceptual Quality of the Retargeted Image?
Lin Ma
, Long Xu, Huanqiang Zeng, King Ngi Ngan, and Chenwei Deng
IEEE International Conference on Multimedia and Expo (ICME) Workshop on Emerging Multimedia Systems and Applications, 2014.
[Full Text]
33.
Visual Quality Metric for Perceptual Video Coding
Long Xu, Lin Ma, King Ngi Ngan, Weisi Lin, and Ying Weng
IEEE Visual Communications and Image Processing (VCIP), 2013.
[Full Text]
34.
Packet-layer Model for Quality Assessment of Encrypted Video in IPTV Services
Qian Zhang, Fan Zhang, and Lin Ma
Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2013.
[Full Text]
35.
High Quality Image Construction from Multiple Low Quality Copies
Lin Ma
, Long Xu, Qian Zhang, and King Ngi Ngan
International Workshop on Multimedia Signal Processing (MMSP), 2013.
[Full Text]
36.
Reduced Reference Video Quality Assessment Based on Spatial HVS Mutual Masking and Temporal Motion Estimation
Lin Ma
, King Ngi Ngan, and Long Xu
IEEE International Conference on Multimedia and Expo (ICME) in Multimedia for Humanity Theme Track, 2013.
[Full Text]
37.
Overview of Quality Assessment for Visual Signals and Newly Emerged Trends
Lin Ma
, Chenwei Deng, Weisi Lin, and King Ngi Ngan
International Symposium on Circuits and Systems (ISCAS), 2013.
[Full Text]
38.
Video Quality Metric for Consistent Visual Quality Control in Video Coding
Long Xu, King Ngi Ngan, Songnan Li, and Lin Ma
Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2012.
[Full Text]
39.
Study of Subjective and Objective Quality Assessment of Retargeted Images
Lin Ma
, Weisi Lin, Chenwei Deng, and King Ngi Ngan
International Symposium on Circuits and Systems (ISCAS), 2012.
[Full Text] [Project Homepage]
40.
Reduced-Reference Image Quality Assessment via Intra- and Inter-Subband Statistical Characteristics in Reorganized DCT Domain
Lin Ma
, Songnan Li, and King Ngi Ngan
Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2011.
[Full Text].
41.

Video Quality Assessment by Decoupling Additive Impairments and Detail losses
Songnan Li, Lin Ma, and King Ngi Ngan
International Workshop on Quality of Multimedia Experience(QoMEX), 2011.
[Full Text]

42.
A Visual Saliency Modulated Just Noticeable Distortion Profile for Image Watermarking
Yaqing Niu, Matthew Kyan, Lin Ma, Azeddine Beghdadi, and Sridhar Krishnan
European Signal Processing Conference (EUSIPCO), 2011.
[Full Text]
43.
Motion Trajectory Based Visual Saliency for Video Quality Assessment
Lin Ma
, Songnan Li, and King Ngi Ngan
International Conference on Image Processing (ICIP), 2011.
[Full Text]
44.
Perceptual Image Compression via Adaptive Block-Based Super-Resolution Directed Down-Sampling
Lin Ma
, Songnan Li, and King Ngi Ngan
International Symposium on Circuits and Systems (ISCAS), 2011.
[Full Text]
45.

Video Quality Assessment Based on Adaptive Block-Size Transform Just-Noticeable Difference Model
Lin Ma, Fan Zhang, Songnan Li, and King Ngi Ngan
International Conference on Image Processing (ICIP), 2010.
[Full Text]

46.
Adaptive Block-Size Transform Based Just-Noticeable Difference Profile for Videos
Lin Ma
, and King Ngi Ngan
International Symposium on Circuits and Systems (ISCAS), 2010.
[Full Text]
47.
Adaptive Block-Size Transform Based Just-Noticeable Difference Profile for Images
Lin Ma
, and King Ngi Ngan
Pacific-Rim Conference on Multimedia (PCM), 2009.
[Full Text]
48.
Learning-based Image Restoration for Compressed Image through Neighboring Embedding
Lin Ma
, Feng Wu, Debin Zhao, Wen Gao, and Siwei Ma
Pacific-Rim Conference on Multimedia (PCM), 2008.
[Full Text] (Best Paper Award)
49.
Three-tiered Network Model for Image Hallucination
Lin Ma
, Yonghua Zhang, Yan Lu, Feng Wu, and Debin Zhao
International Conference of Image Processing (ICIP), 2008.
[Full Text]
50.
Temporal Inconsistency Measure for Video Quality Assessment
Songnan Li, Lin Ma, Fan Zhang, and King Ngi Ngan
Picture Coding Symposium (PCS), 2010.
[Full Text]
51.
Limitation and Challenges of Image Quality Measurement
Fan Zhang, Songnan Li, Lin Ma, and King Ngi Ngan
Visual Communications and Image Processing (VCIP), 2010.
[Full Text]
52.
Universal Steganalysis Based on Statistical Models Using Reorganization of Block-based DCT Coefficients
Shaohui Liu, Lin Ma, Hongxun Yao, and Debin Zhao
International Conference on Information Assurance and Security (IAS), 2009.
[Full Text]

JOURNAL PAPERs

1.
Deep Video Dehazing with Semantic Segmentation
Wenqi Ren, Jingang Zhang, Xiangyu Xu, Lin Ma, Xiaochun Cao, Gaofeng Meng, and Wei Liu
IEEE Transactions on on Image Processing (TIP), vol. 28, no. 4, pp. 1895-1908, Apr. 2019.
[Full Text]
2.
Bidirectional Image-Sentence Retrieval by Local and Global Deep Matching
Lin Ma, Wenhao Jiang, Zequn Jie, and Xu Wang
Neurocomputing (NC). Accepted
3.
Towards Efficient Action Recognition: Principal Backpropagation for Training Two-Stream Networks
Wenbing Huang, Lijie Fan, Mehrtash Harandi, Chuang Gan, Lin Ma, Huaping Liu, and Wei Liu
IEEE Transactions on on Image Processing (TIP), vol. 28, no. 4, pp. 1773-1782, Apr. 2019.
[Full Text]
5.
Adversarial Spatio-Temporal Learning for Video Deblurring
Kaihao Zhang, Wenhan Luo, Yiran Zhong, Lin Ma, Wei Liu, and Hongdong Li
IEEE Transactions on on Image Processing (TIP), vol. 28, no. 1, pp. 291-301, Jan. 2019.
[Full Text]
4.
Deep Intensity Guidance Based Compression Artifacts Reduction for Depth Map
Xu Wang, Pingping Zhang, Yun Zhang, Lin Ma, Sam Kwong, and Jianmin Jiang
Journal of Visual Communication and Image Representation, vol. 57, pp. 234-242, 2018.
[Full Text]
6.
Screen Content Image Quality Assessment Using Multi-scale Difference of Gaussian
Ying Fu, Huanqiang Zeng, Lin Ma, Zhangkai Ni, Canhui Cai, and Kai-Kuang Ma
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 28, no. 9, pp. 2428-2432, Sep. 2018.
[Full Text]
7.
A Gabor Feature-based Quality Assessment Model for the Screen Content Images
Zhangkai Ni, Huanqiang Zeng, Lin Ma, Junhui Hou, Jing Chen, and Kai-Kuang Ma
IEEE Transactions on Image Processing (TIP), vol. 27, no. 9, pp. 4516-4528, Sep. 2018.
[Full Text] [Project Homepage]
8.
Image Processing for Synthesis Imaging of Mingantu Spectral Radioheliograph (MUSER)
Long Xu, Yihua Yan, Lin Ma, and Yun Zhang
Multimedia Tools and Applications (MTAP), vol. 77, no. 16, pp. 20937-20954, Aug. 2018.
9.
Reversible Data Hiding for High Dynamic Range Images Using Edge Information
Xuanyu He, Wei Zhang, Haifeng Zhang, Lin Ma, Yibin Li
Multimedia Tools and Applications (MTAP). Accepted
10.
Objective Quality Assessment of Image Retargeting by Incorporating Fidelity Measures and Inconsistency Detection
Yichi Zhang, King Ngi Ngan, Lin Ma, and Hongliang Li
IEEE Transactions on Image Processing (TIP), vol. 26, no. 12, pp. 5980-5993, Dec. 2017.
[Full Text]
11.
ESIM: Edge Similarity for Screen Content Image Quality Assessment
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Jing Chen, Canhui Cai, and Kai-Kuang Ma
IEEE Transactions on Image Processing (TIP), vol. 26, no. 10, pp. 4818-4831, Oct. 2017.
[Full_Text]
12.
Multi-task Rank Learning for Image Quality Assessment
Long Xu, Jia Li, Weisi Lin, Yongbing Zhang, Lin Ma, Yuming Fang, and Yihua Yan
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 27, no. 9, pp. 1833-1843, Sep. 2017.
[Full Text]
13.
Quaternion Represenation Based Visual Saliency for Stereoscopic Image Quality Assessment
Xu Wang, Lin Ma, Sam Kwong, and Yu Zhou
Signal Processing (SP), vol. 145, pp. 202-213, Apr. 2018.
[Full Text]
14. The Use of Convolutional Neural Artificail Intellignece Network to Aid the Diagnosis and Classification of Early Esophageal Neoplasia
Chenzi Zhang, Lin Ma, Noriya Uedo, Noriko Matsuura, Parry Tam, and Anthony Y. Teoh
Gastrointestinal Endoscopy, vol. 85, no. 5S, pp. AB507-AB588, 2017.
[Full Text].
15.
Visual Tracking using Global Sparse Coding and Local Convolutional Features
Xianyou Zeng, Long Xu, Lin Ma, Ruizhen Zhao, and Yigang Cen
Digital Signal Processing (DSP), vol. 72, pp. 115-125, Jan. 2018.
[Full Text]
16.
No-Reference Retargeted Image Quality Assessment Based on Pairwise Rank Learning
Lin Ma
, Long Xu, Yichi Zhang, Yihua Yan, and King Ngi Ngan
IEEE Transaction on Multimedia (TMM), vol. 18, no. 11, pp. 2228-2237, Nov. 2016.
[Full Text]
17.
Just Noticeable Difference Estimation for Screen Content Images
Shiqi Wang, Lin Ma, Yuming Fang, Weisi Lin, Siwei Ma, and Wen Gao
IEEE Transactions on Image Processing (TIP), vol. 25, no. 8, pp. 3838-3851, Aug. 2016.
[Full Text]
18.
Gradient Direction for Screen Content Image Quality Assessment
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Canhui Cai, and Kai-Kuang Ma
IEEE Signal Processing Letters (SPL), vol. 23, no. 10, pp. 1394-1398, Oct. 2016.
[Full Text] [Project Homepage] [Code]
19.
Multimodal Deep Learning for Solar Radio Burst Classification
Lin Ma
, Zhuo Chen, Long Xu, and Yihua Yan
Pattern Recognition (PR), vol. 61, pp. 573-582, Jan. 2017.
[Full Text]
20.
Learning Structure of Stereoscopic Image for No-Reference Quality Assessment with Convolutional Neural Network
Wei Zhang, Chenfei Qu, Lin Ma, Jingwei Guan, and Rui Huang
Pattern Recognition (PR), vol. 59, pp. 176-187, Nov. 2016.
[Full Text] [Project Homepage]
21.
Free-energy Principle Inspired Video Quality Metric and Its Use in Video Coding
Long Xu, Weisi Lin, Lin Ma, Yongbing Zhang, Yuming Fang, King Ngi Ngan, Songnan Li, and Yihua Yan
IEEE Transaction on Multimedia (TMM), vol. 18, no. 4, pp. 590-602, Apr. 2016.
[Full Text]
22.
Reorganized DCT-based Image Representation for Reduced Reference Stereoscopic Image Quality Assessment
Lin Ma
, Xu Wang, Qiong Liu, and King Ngi Ngan
Neurocomputing (NC), vol. 215, pp. 21-31, Nov. 2016.
[Full Text]
23.
Multimodal Learning For Facial Expression Recognition
Wei Zhang, Youmei Zhang, Lin Ma, Jingwei Guan, and Shijie Gong
Pattern Recognition (PR), vol. 48, no. 10, pp. 3191-3202, Oct. 2015.
[Full Text] [Project Homepage]
24.
Imaging and Representation Learning of Solar Radio Spectrums for Classification
Zhuo Chen, Lin Ma, Long Xu, Chengming Tan, and Yihua Yan
Multimedia Tools and Applications (MTAP), vol. 75, no. 5, pp. 2859-2875, Mar. 2016.
[Full Text]
25.
Reduced-Reference Image Quality Assessment in Reorganized DCT Domain
Lin Ma
, Songnan Li, and King Ngi Ngan
Signal Processing: Image Communication (SPIC), vol. 28, no. 8, pp. 884-902, Aug. 2013.
[Full Text].
26.
Visual Saliency's Modulatory Effect on Just Noticeable Distortion Profile and Its Application in Image Watermarking
Yaqing Niu, Matthew Kyan, Lin Ma, Azeddine Beghdadi, and Sridhar Krishnan
Signal Processing: Image Communication (SPIC), vol. 28, no. 8, pp. 917-928, Aug. 2013.
[Full Text]
27.

Consistent Visual Quality Control in Video Coding
Long Xu, Songnan Li, King Ngi Ngan, and Lin Ma
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 23, no. 6, pp. 975-989, Jun. 2013.
[Full Text]

28.
Recent Advances and Challenges of Visual Signal Quality Assessment
Lin Ma
, Chenwei Deng, King Ngi Ngan, and Weisi Lin
China Communications, vol. 10, no. 5, pp. 62-78, 2013.
[Full Text]
29.
Anaglyph Image Generation by Matching Color Appearance Attributes
Songnan Li, Lin Ma, and King Ngi Ngan
Signal Processing: Image Communication (SPIC), vol. 28, no. 6, pp. 597-607, Jul. 2013.
[Full Text]
30.
Image Retargeting Quality Assessment: A Study of Subjective Scores and Objective Metrics
Lin Ma
, Weisi Lin, Chenwei Deng, and King Ngi Ngan
IEEE Journal of Selected Topics in Signal Processing (JSTSP), vol. 6, no. 6, pp. 626-639, Oct. 2012.
[Full Text ] [Project Homepage] .
31.
Reduced-Reference Video Quality Assessment of Compressed Video Sequences
Lin Ma
, Songnan Li, and King Ngi Ngan
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 22, no. 10, pp. 1441-1456, Oct. 2012.
[Full Text]
32.
Full-reference Video Quality Assessment by Decoupling Detail Losses and Additive Impairments
Songnan Li, Lin Ma, and King Ngi Ngan
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 22, no. 7, pp. 1100-1112, Jul. 2012.
[Full Text]
33.
Learning-based Image Restoration for Compressed Images
Lin Ma
, Debin Zhao, and Wen Gao
Signal Processing: Image Communication (SPIC), vol. 27, no. 1, pp. 54-65, Jan. 2012.
[Full Text]
34.

Image Quality Assessment by Separately Evaluating Detail Losses and Additive Impairments
Songnan Li, Fan Zhang, Lin Ma, and King Ngi Ngan
IEEE Transaction on Multimedia (TMM), vol. 13, no. 5, pp. 935-949, Oct. 2011.
[Full Text]

35.
Reduced-Reference Image Quality Assessment Using Reorganized DCT-Based Image Representation
Lin Ma
, Songnan Li, Fan Zhang, and King Ngi Ngan
IEEE Transaction on Multimedia (TMM), vol. 13, no. 4, pp. 824-829, Aug. 2011.
[Full Text]
36.
Practical Image Quality Metric Applied to Image Coding
Fan Zhang, Lin Ma, Songnan Li, and King Ngi Ngan
IEEE Transaction on Multimedia (TMM), vol. 13, no. 4, pp. 615-624, Aug. 2011.
[Full Text] [Experimental Results]
37.
Adaptive Block-Size Transform Based Just-Noticeable Difference Model for Images/Videos
Lin Ma
, King Ngi Ngan, Fan Zhang, and Songnan Li
Signal Processing: Image Communication (SPIC), vol. 26, no. 3, pp. 162-174, Mar. 2011.
[Full Text]
38.
Visual Horizontal Effect for Image Quality Assessment
Lin Ma
, Songnan Li, and King Ngi Ngan
IEEE Signal Processing Letters (SPL), vol. 17, no. 7, pp. 627-630, Jul. 2010.
[Full Text]

SELECTED PROFESSIONAL ACTIVITIES

Senior PC member AAAI 2019
PC member NIPS 2018, ECCV 2018, CVPR 2018, ACCV 2018, SIGIR 2018, ACM MM 2018, ICCV 2017, CVPR 2017, ECCV 2016.
Reviewer TIP, TCSVT, TMM, TCYB, TIFS

AWARDS  

Year 2014
Excellent new employee of Huawei
Year 2012
Year 2012
Year 2011
Year 2008
Best Paper Award of Pacific-Rim Conference on Multimedia (PCM 2008)
Year 2008
Excellent master graduate of Harbin Institute of Technology
Year 2006-2008
First-class postgraduate scholarship for two successive years
Year 2004
Year 2003-2006
Undergraduate student scholarships for three successive years

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