Publications

2024

IGCN: A Provably Informative GCN Embedding for Semi-Supervised Learning with Extremely Limited Labels
Lin Zhang, Ran Song, Wenhao Tan, Lin Ma, and Wei Zhang
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Accepted
DeTAL: Open-Vocabulary Temporal Action Localization with Decoupled Networks
Zhiheng Li, Yujie Zhong, Ran Song, Tianjiao Li, Lin Ma, and Wei Zhang
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Accepted
InstaGen: Enhancing Object Detection by Training on Synthetic Dataset
Chengjian Feng, Yujie Zhong, Zequn Jie, Weidi Xie, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
Misalignment-Robust Frequency Distribution Loss for Image Transformation
Zhangkai Ni, Juncheng Wu, Zian Wang, Wenhan Yang, Hanli Wang, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
AlignSAM: Aligning Segment Anything Model to Open Context via Reinforcement Learning
Duojun Huang, Xinyu Xiong, Jie Ma, Jichang Li, Zequn Jie, Lin Ma, and Guanbin Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
Instance-aware Multi-Camera 3D Object Detection with Structural Priors Mining and Self-Boosting Learning
Yang Jiao, Zequn Jie, Shaoxiang Chen, Lechao Cheng, Jingjing Chen, Lin Ma, Yu-Gang Jiang
The thirty-eighth AAAI Conference on Artificial Intelligence (AAAI), 2024.
ColNeRF: Collaboration for Generalizable Sparse Input Neural Radiance Field
Zhangkai Ni, Peiqi Yang, Wenhan Yang, Hanli Wang, Lin Ma, Sam Kwong
The thirty-eighth AAAI Conference on Artificial Intelligence (AAAI), 2024.

2023

Punctuation-level Attack: Single-shot and Single Punctuation Can Fool Text Models
Wenqiang Wang, Chongyang Du, Tao Wang, Kaihao Zhang, Wenhan Luo, Lin Ma, Wei Liu, Xiaochun Cao
The Thirty-seventh Annual Conference on Neural Information Processing Systems (NeurIPS), 2023.
Suspected Objects Matter: Rethinking Model's Prediction for One-stage Visual Grounding
Yang Jiao, Zequn Jie, Jingjing Chen, Lin Ma, and Yu-Gang Jiang
The 31st ACM International Conference on Multimedia (ACM MM), 2023.
MARN: Multi-level Attentional Reconstruction Networks for Weakly Supervised Video Temporal Grounding
Yijun Song, Jingwen Wang, Lin Ma, Jun Yu, Jinxiu Liang, Liu Yuan, and Zhou Yu
Neurocomputing (NC), vol. 554, Oct. 2023.
E2E-LOAD: End-to-End Long-form Online Action Detection
Shuqiang Cao, Weixin Luo, Bairui Wang, Wei Zhang, and Lin Ma
International Conference on Computer Vision (ICCV), 2023.
Zero-Shot Semantic Segmentation with Decoupled One-Shot Network
Cong Han, Yujie Zhong, Kai Han, Dengjie Li, and Lin Ma
International Conference on Computer Vision (ICCV), 2023.
A Neural Divide-and-Conquer Reasoning Framework for Image Retrieval from Linguistically Complex Text
Yunxin Li, Baotian Hu, Yuxin Ding, Lin Ma, and Min Zhang
The 61st Annual Meeting of the Association for Computational Linguistics (ACL), 2023.
A Multi-Modal Context Reasoning Approach for Conditional Inference on Joint Textual and Visual Clues
Yunxin Li, Baotian Hu, Xinyu Chen, Yuxin Ding, Lin Ma, and Min Zhang
The 61st Annual Meeting of the Association for Computational Linguistics (ACL), 2023.
AeDet: Azimuth-Invariant Multi-View 3D Object Detection
Chengjian Feng, Zequn Jie, Yujie Zhong, Xiangxiang Chu, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
Adaptive Sparse Pairwise Loss for Object Re-Identification
Xiao Zhou, Yujie Zhong, Zhen Chen, Fan Liang, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
MSMDFusion: Fusing LiDAR and Camera at Multiple Scales With Multi-Depth Seeds for 3D Object Detection
Yang Jiao, Zequn Jie, Shaoxiang Chen, Jingjing Chen, Lin Ma, and Yu-Gang Jiang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
TriDet: Temporal Action Detection With Relative Boundary Modeling
Dingfeng Shi, Yujie Zhong, Qiong Cao, Lin Ma, Jia Li, and Dacheng Tao
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
Curriculum Multi-Negative Augmentation for Debiased Video Grounding
Xiaohan Lan, Yitian Yuan, Hong Chen, Xin Wang, Zequn Jie, Lin Ma, Zhi Wang, and Wenwu Zhu
The Thirty-seventh AAAI Conference on Artificial Intelligence (AAAI), 2023.
Beyond Monocular Deraining: Parrallel Stereo Deraining Network via Semantic Prior
Kaihao Zhang, Wenhan Luo, Yanjiang Yu, Wenqi Ren, Fang Zhao, Changsheng Li, Lin Ma, Wei Liu, and Hongdong Li
Internatinal Journal of Computer Vision (IJCV). Accepted
[arXiv Link]
Syntax Customized Video Captioning by Imitating Exemplar Sentences
Yitian Yuan, Lin Ma, and Wenwu Zhu
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Accepted
[arXiv Link]
A Closer Look at Debiased Temporal Sentence Grounding in Videos: Dataset, Metric, and Approach
Xiaohan Lan, Yitian Yuan, Xin Wang, Long Chen, Zhi Wang, Lin Ma, and Wenwu Zhu
ACM Transactions on Multimedia Computing Communications and Applications (TOMM). Accepted
Weakly Supervised Semantic Segmentation via Progressive Patch Learning
Jinglong Li, Zequn Jie, Xu Wang, Yu Zhou, Xiaolin Wei, and Lin Ma
IEEE Transactions on Multimedia (TMM). Accepted
[arXiv Link][Source Code]
Fast and Robust Online Handwritten Chinese Character Recognition with Deep Spatial & Contextual Information Fusion Network
Yunxin Li, Yunxin Li, Qian Yang, Qingcai Chen, Baotian Hu, Xiaolong Wang, Yuxin Ding, and Lin Ma
IEEE Transactions on Multimedia (TMM). Accepted

2022

Disentangled Feature Networks for Facial Portraits Generation
Kaihao Zhang, Wenhan Luo, Lin Ma, Wenqi Ren, and Hongdong Li
IEEE Transactions on Multimedia (TMM), vol. 24, pp. 1378-1388, 2022.
Expansion and Shrinkage of Localization for Weakly-Supervised Semantic Segmentation
Jinlong Li, Zequn Jie, Xu Wang, Xiaolin Wei, and Lin Ma
The Thirty-sixth Annual Conference on Neural Information Processing Systems (NeurIPS), 2022.
[arXiv Link][Source Code]
Semantic Conditioned Dynamic Modulation for Temporal Sentence Grounding in Videos
Yitian Yuan, Lin Ma, Jingwen Wang, Wei Liu, and Wenwu Zhu
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 44, no. 5, pp. 2725-2741, May 2022.
Content-aware Recommendation via Dynamic Heterogeneous Graph Convolutional Network
Tingting Liang, Lin Ma, Weizhong Zhang, Haoran Xu, Congying Xia, and Yuyu Yin
Knowledge-Based Systems (KBS). Accepted
Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesis
Wen Liu, Zhixin Piao, Zhi Tu, Wenhan Luo, Lin Ma, and Shenghua Gao
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Accepted
PromptDet: Expand Your Detector Vocabulary with Uncurated Images
Chengjian Feng, Yujie Zhong, Zequn Jie, Xiangxiang Chu, Haibing Ren, Xiaolin Wei, Weidi Xie, and Lin Ma
European Conference on Computer Vision (ECCV), 2022.
[arXiv Link][Project Homepage][Source Code]
MORE: Multi-Order RElation Mining for Dense Captioning in 3D Scenes
Yang Jiao, Shaoxiang Chen, Zequn Jie, Jingjing Chen, Lin Ma, and Yu-Gang Jiang
European Conference on Computer Vision (ECCV), 2022.
[arXiv Link][Source Code]
ReAct: Temporal Action Detection with Relational Action Queries
Dingfeng Shi, Yujie Zhong, Qiong Cao, Jing Zhang, Lin Ma, Jia Li, and Dacheng Tao
European Conference on Computer Vision (ECCV), 2022.
[arXiv Link][Source Code]
Contrastive Video-Language Learning with Fine-grained Frame Sampling
Zixu Wang, Yujie Zhong, Yishu Miao, Lin Ma, and Lucia Specia
The 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and
the 12th International Joint Conference on Natural Language Processing (AACL-IJCNLP), 2022.
Cycle-Interactive Generative Adversarial Network for Robust Unsupervised Low-Light Enhancement
Zhangkai Ni, Wenhan Yang, Hanli Wang, Shiqi Wang, Lin Ma, and Sam Kwong
The 30th ACM International Conference on Multimedia (ACM MM), 2022.
[arXiv Link][Project Homepage]
Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language Explanations
Qian Yang, Yunxin Li, Baotian Hu, Lin Ma, Yuxin Ding, and Min Zhang
The 30th ACM International Conference on Multimedia (ACM MM), 2022.
[arXiv Link]
Explore Inter-Contrast Between Videos via Composition for Weakly Supervised Temporal Sentence Grounding
Jiaming Chen, Weixin Luo, Wei Zhang, and Lin Ma
The Thirty-sixth AAAI Conference on Artificial Intelligence (AAAI), 2022.
[Full Text]
Visual Consensus Modeling for Video-Text Retrieval
Shuqiang Cao, Bairui Wang, Wei Zhang, and Lin Ma
The Thirty-sixth AAAI Conference on Artificial Intelligence (AAAI), 2022.
[Full Text]

2021

CASNet: A Cross-attention Siamese Network for Video Salient Object Detection
Yuzhu Ji, Haijun Zhang, Zequn Jie, Lin Ma, and Jonathan Wu
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), vol. 32, no. 6, pp. 2676-2690, Jun. 2021.
Progressive Point Cloud Upsampling via Differentiable Rendering
Pingping Zhang, Xu Wang, Lin Ma, Shiqi Wang, Sam Kwong, and Jianmin Jiang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 31, no. 12, pp. 4673-4685, Dec. 2021.
Coupled Network for Robust Pedestrian Detection with Gated Multi-Layer Feature Extraction and Deformable Occlusion Handling
Tianrui Liu, Wenhan Luo, Lin Ma, Jun-jie Huang, Tania Stathaki, and Tianhong Dai
IEEE Transactions on Image Processing (TIP), vol. 30, pp. 754-766, 2021.
Pyramid Global Context Network for Image Dehazing
Dong Zhao, Long Xu, Lin Ma, Jia Li, and Yihua Yan
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 31, no. 8, pp. 3037-3050, Aug. 2021.
PFAN++: Bi-Directional Image-Text Retrieval with Position Focused Attention Network
Yaxiong Wang, Hao Yang, Xiuxiu Bai, Xueming Qian, Lin Ma, Jing Lu, Biao Li, and Xin Fan
IEEE Transactions on Multimedia (TMM), vol. 23, pp. 3362-3376, Sept. 2021.
Unsupervised Text-to-Image Synthesis
Yanlong Dong, Ying Zhang, Lin Ma, Zhi Wang, and Jiebo Luo
Pattern Recognition (PR), vol. 110, 107573, Feb. 2021.
Quality Evaluation for Image Retargeting with Instance Semantics
Leida Li, Yixuan Li, Jinjian Wu, Lin Ma, and Yuming Fang
IEEE Transactions on Multimedia (TMM), vol. 23, pp. 2757-2769, 2021.
Two-stage Visual Cues Enhancement Network for Referring Image Segmentation
Yang Jiao, Zequn Jie, Weixin Luo, Jingjing Chen, Yu-Gang Jiang, Xiaolin Wei, and Lin Ma
The 29th ACM International Conference on Multimedia (ACM MM), 2021.
[arXiv Link]
Cross-modality Discrepant Interaction Network for RGB-D Salient Object Detection
Chen Zhang, Runmin Cong, Qinwei Lin, Lin Ma, Feng Li, Yao Zhao, and Sam Kwong
The 29th ACM International Conference on Multimedia (ACM MM), 2021.
[arXiv Link]
Relation-aware Instance Refinement for Weakly Supervised Visual Grounding
Yongfei Liu, Bo Wan, Lin Ma, and Xuming He
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
[Full Text][Source Code]
Neural Symbolic Representation Learning for Image Captioning
Xiaomei Wang, Lin Ma, Yanwei Fu, and Xiangyang Xue
ACM International Conference on Multimedia Retrieval (ICMR), 2021.
[arXiv Link]
Similarity Reasoning and Filtration for Image-Text Matching
Haiwen Diao, Ying Zhang, Lin Ma, and Huchuan Lu
The Thirty-fifth AAAI Conference on Artificial Intelligence (AAAI), 2021.
[Source Code]

2020

Reconstruct and Represent Video Contents for Captioning via Reinforcement Learning
Wei Zhang, Bairui Wang, Lin Ma, and Wei Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 42, no. 12, pp. 3088-3101, Dec. 2020.
Towards Unsupervised Deep Image Enhancement with Generative Adversarial Network
Zhangkai Ni, Wenhan Yang, Shiqi Wang, Lin Ma, and Sam Kwong
IEEE Transactions on Image Processing (TIP), vol. 29, pp. 9140-9151, 2020.
Multi-Exposure Decomposition-Fusion Model for High Dynamic Range Image Saliency Detection
Xu Wang, Zhenhao Sun, Qiudan Zhang, Yuming Fang, Lin Ma, Shiqi Wang, and Sam Kwong
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 30, no. 12, pp. 4409-4420, Dec. 2020.
Matching Image and Sentence with Multi-faceted Representations
Lin Ma, Wenhao Jiang, Zequn Jie, Yu-Gang Jiang, and Wei Liu
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 30, no. 7, pp. 2250-2261, Jul. 2020.
Controllable Video Captioning with an Exemplar Sentence
Yitian Yuan, Lin Ma, Jingwen Wang, and Wenwu Zhu
The 28th ACM International Conference on Multimedia (ACM MM), 2020.
Every Moment Matters: Detail-Aware Networks to Bring a Blurry Image Alive
Kaihao Zhang, Wenhan Luo, Bjorn Stenger, Wenqi Ren, Lin Ma, and Hongdong Li
The 28th ACM International Conference on Multimedia (ACM MM), 2020.
Context-Gated Convolution
Xudong Lin, Lin Ma, Wei Liu, and Shih-Fu Chang
European Conference on Computer Vision (ECCV), 2020.
[arXiv Link]
Beyond Monocular Deraining: Stereo Image Deraining via Semantic Understanding
Kaihao Zhang, Wenhan Luo, Wenqi Ren, Jingwen Wang, Fang Zhao, Lin Ma, and Hongdong Li
European Conference on Computer Vision (ECCV), 2020.
Consensus-Aware Visual-Semantic Embedding for Image-Text Matching
Haoran Wang, Ying Zhang, Zhong Ji, Yanwei Pang, and Lin Ma
European Conference on Computer Vision (ECCV), 2020.
[arXiv Link][Source Code]
Cops-Ref: A new Dataset and Task on Compositional Referring Expression Comprehension
Zhenfang Chen, Peng Wang, Lin Ma, Kwan-Yee Wong, and Qi Wu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[Full Text][Supplementary Material]
Deblurring by Realistic Blurring
Kaihao Zhang, Wenhan Luo, Yiran Zhong, Lin Ma, Bjorn Stenger, Wei Liu, and Hongdong Li
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[Full Text]
Fine-grained Image-to-Image Transformation towards Visual Recognition
Wei Xiong, Yutong He, Yixuan Zhang, Wenhan Luo, Lin Ma, and Jiebo Luo
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[Full Text][Supplementary Material][Project Homepage]
Temporally Grounding Language Queries in Videos by Contextual Boundary-aware Prediction
Jingwen Wang, Lin Ma, and Wenhao Jiang
The Thirty-fourth AAAI Conference on Artificial Intelligence (AAAI), 2020.
[Full Text][Source Code]
Recurrent Nested Model for Sequence Generation
Wenhao Jiang, Lin Ma, and Wei Lu
The Thirty-fourth AAAI Conference on Artificial Intelligence (AAAI), 2020.
[Full Text]
Feature Deformation Meta-Networks in Image Captioning of Novel Objects
Tingjia Cao, Ke Han, Xiaomei Wang, Lin Ma, Yanwei Fu, Yu-Gang Jiang, and Xiangyang Xue
The Thirty-fourth AAAI Conference on Artificial Intelligence (AAAI), 2020.
[Full Text]
Grasp for Stacking via Deep Reinforcement Learning
Junhao Zhang, Wei Zhang, Ran Song, Lin Ma, and Yibin Li
International Conference on Robotics and Automation (ICRA), 2020.

2019

Low-Light Image Enhancement via a Deep Hybrid Network
Wenqi Ren, Sifei Liu, Lin Ma, Qianqian Xu, Xiangyu Xu, Xiaochun Cao, Junping Du, and Ming-Hsuan Yang
IEEE Transactions on Image Processing (TIP), vol. 28, no. 9, pp. 4364-4375, Sept. 2019.
Deep Video Dehazing with Semantic Segmentation
Wenqi Ren, Jingang Zhang, Xiangyu Xu, Lin Ma, Xiaochun Cao, Gaofeng Meng, and Wei Liu
IEEE Transactions on Image Processing (TIP), vol. 28, no. 4, pp. 1895-1908, Apr. 2019.
[Full Text]
Bidirectional Image-Sentence Retrieval by Local and Global Deep Matching
Lin Ma, Wenhao Jiang, Zequn Jie, and Xu Wang
Neurocomputing (NC), vol. 345, pp. 36-44, Jun. 2019.
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 Image Processing (TIP), vol. 28, no. 4, pp. 1773-1782, Apr. 2019.
[Full Text]
Adversarial Spatio-Temporal Learning for Video Deblurring
Kaihao Zhang, Wenhan Luo, Yiran Zhong, Lin Ma, Wei Liu, and Hongdong Li
IEEE Transactions on Image Processing (TIP), vol. 28, no. 1, pp. 291-301, Jan. 2019.
[Full Text]
Semantic Conditioned Dynamtic Modulation for Temporal Sentence Grounding in Videos
Yitian Yuan, Lin Ma, Jingwen Wang, Wei Liu, and Wenwu Zhu
The Thirty-third Annual Conference on Neural Information Processing Systems (NeurIPS), 2019.
[Full Text][Source Code]
Exploiting Local and Global Structure for Point Cloud Semantic Segmentation with Contextual Point Representation
Xu Wang, Jingming He, and Lin Ma
The Thirty-third Annual Conference on Neural Information Processing Systems (NeurIPS), 2019.
[Full Text][Source Code]
Controllable Video Captioning with POS Sequence Guidance Based on Gated Fusion Network
Bairui Wang, Lin Ma, Wei Zhang, Wenhao Jiang, Jingwen Wang, and Wei Liu
International Conference on Computer Vision (ICCV), 2019.
[Full Text][arXiv Link][Source Code]
Liquid Warping GAN: A Unified Framework for Human Motion Imitation, Appearance Transfer and Novel View Synthesis
Wen Liu, Zhixin Piao, Jie Min, Wenhan Luo, Lin Ma, Shenghua Gao
International Conference on Computer Vision (ICCV), 2019.
[Full Text][arXiv Link][Project Homepage][Source Code]
Sentence Specified Dynamic Video Thumbnail Generation
Yitian Yuan, Lin Ma, and Wenwu Zhu
The 27th ACM International Conference on Multimedia (ACM MM), 2019.
[arXiv Link][Source Code]
Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video
Zhenfang Chen, Lin Ma, Wenhan Luo, and Kwan-Yee K. Wong
The 57th Annual Meeting of the Association for Computational Linguistics (ACL), 2019.
[Full Text][arXiv Link][Source Code]
Hallucinating Optical Flow Features for Video Classification
Yongyi Tang, Lin Ma, and Lianqiang Zhou
International Joint Conference on Artificial Intelligence (IJCAI), 2019.
[arXiv Link][Source Code]
Position Focused Attention Network For Image-Text Matching
Yaxiong Wang, Hao Yang, Xueming Qian, Lin Ma, Jing Lu, Biao Li, and Xin Fan
International Joint Conference on Artificial Intelligence (IJCAI), 2019.
[arXiv Link][Source Code]
Unsupervised Image Captioning
Yang Feng, Lin Ma, Wei Liu, and Jiebo Luo
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
[Full Text][arXiv Link][Source Code]
Spatio-temporal Video Re-localization by Warp LSTM
Yang Feng, Lin Ma, Wei Liu, and Jiebo Luo
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
[Full Text][arXiv Link][Source Code]
Multi-granularity Generator for Temporal Action Proposal
Yuan Liu, Lin Ma, Yifeng Zhang, Wei Liu, and Shih-Fu Chang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
[Full Text][arXiv Link]
Learning Joint Gait Representation via Quintuplet Loss Minimization
Kaihao Zhang, Wenhan Luo, Lin Ma, Wei Liu, and Hongdong Li
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019. (Oral)
[Full Text]
Image Deformation Meta-Network for One-Shot Learning
Zitian Chen, Yanwei Fu, Yu-Xiong Wang, Lin Ma, Wei Liu, and Martial Hebert
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019. (Oral)
[Full Text][Source Code]
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.
[Full Text]
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.
[Full Text]
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.
[Full Text]

2018

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]
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, Sept. 2018.
[Full Text]
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, Sept. 2018.
[Full Text] [Project Homepage]
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.
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
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]
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]
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][Source Code]
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]
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][Source Code]
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][Source Code]
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][Source Code]
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]
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]
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]
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]
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]
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][Source Code]
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]
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]
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][Source Code]
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]
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]
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]

2017

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]
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]
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]
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, Sept. 2017.
[Full Text]
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].
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]

2016

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]
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]
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]
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]abs/1808.01575">arXiv Link][Source Code]
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]
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]
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]
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]
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]
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]
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]

2015 and before

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]
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]
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].
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].
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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]
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].
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]
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]
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]
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]
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]
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]
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)
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]
Temporal Inconsistency Measure for Video Quality Assessment
Songnan Li, Lin Ma, Fan Zhang, and King Ngi Ngan
Picture Coding Symposium (PCS), 2010.
[Full Text]
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]
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]