Preprint
UITron: Foundational GUI Agent with Advanced Perception and Planning
Zhixiong Zeng, Jing Huang, Liming Zheng, Wenkang Han, Yufeng Zhong, Lei Chen, Longrong Yang, Yingjie Chu, Yuzhi He, and Lin Ma
UITron-Speech: Towards Automated GUI Agents Based on Speech Instructions
Wenkang Han, Zhixiong Zeng, Jing Huang, Shu Jiang, Liming Zheng, Haibo Qiu, Chao Yao, Jingyuan Chen, and Lin Ma
ScaleTrack: Scaling and back-tracking Automated GUI Agents
Jing Huang, Zhixiong Zeng, Wenkang Han, Yufeng Zhou, Liming Zheng, Shuai Fu, Jingyuan Chen, and Lin Ma
Metis-HOME: Hybrid Optimized Mixture-of-Experts for Multimodal Reasoning
Xiaohan Lan, Fanfan Liu, Haibo Qiu, Siqi Yang, Delian Ruan, Peng Shi, and Lin Ma
Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model Learning
Haibo Qiu, Xiaohan Lan, Fanfan Liu, Xiaohu Sun, Delian Ruan, Peng Shi and Lin Ma
Chart-R1: Chain-of-Thought Supervision and Reinforcement for Advanced Chart Reasoner
Lei Chen, Xuanle Zhao, Zhixiong Zeng, Jing Huang, Yufeng Zhong, and Lin Ma
DocTron-Formula: Generalized Formula Recognition in Complex and Structured Scenarios
Yufeng Zhong, Zhixiong Zeng, Lei Chen, Longrong Yang, Liming Zheng, Jing Huang, Siqi Yang, and Lin Ma
Flash-VL 2B: Optimizing Vision-Language Model Performance for Ultra-Low Latency and High Throughput
Bo Zhang, Shuo Li, Runhe Tian, Yang Yang, Jixing Tang, Jinhao Zhou, and Lin Ma
FlashCommunication V2: Bit Splitting and Spike Reserving for Any Bit Communication
Qingyuan Li, Bo Zhang, Hui Kang, Tianhao Xu, Yulei Qian, Yuchen Xie, and Lin Ma
Flash Communication: Reducing Tensor Parallelization Bottleneck for Fast Large Language Model Inference
Qingyuan Li, Bo Zhang, Liang Ye, Yifan Zheng, Wei Wu, Yerui Sun, Lin Ma, and Yuchen Xie
Boosting Robotic Manipulation Generalization with Minimal Costly Data
Liming Zheng, Feng Yan, Fanfan Liu, Chengjian Feng, Yufeng Zhong, and Lin Ma
TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability
Shimin Chen, Xiaohan Lan, Yitian Yuan, Zequn Jie, and Lin Ma
VidCompress: Memory-Enhanced Temporal Compression for Video Understanding in Large Language Models
Xiaohan Lan, Yitian Yuan, Zequn Jie, and Lin Ma
InstructionBench: An Instructional Video Understanding Benchmark
Haiwan Wei, Yitian Yuan, Xiaohan Lan, Wei Ke, and Lin Ma
Mitigating Hallucination for Large Vision Language Model by Inter-Modality Correlation Calibration Decoding
Jiaming Li, Jiacheng Zhang, Zequn Jie, Lin Ma, and Guanbin Li
Counting Hallucinations in Diffusion Models
Shuai Fu, Jian Zhou, Qi Chen, Huang Jing, Huy Anh Nguyen, Xiaohan Liu, Zhixiong Zeng, Lin Ma, Quanshi Zhang, and Qi Wu
STAGE: Stable and Generalizable GRPO for Autoregressive Image Generation
Xiaoxiao Ma, Haibo Qiu, Guohui Zhang, Zhixiong Zeng, Siqi Yang, Lin Ma, and Feng Zhao
RIV: Recursive Introspection Mask Diffusion Vision Language Model
Yuqian Li, Limeng Qiao, and Lin Ma
InstructVEdit: A Holistic Approach for Instructional Video Editing
Chi Zhang, Chengjian Feng, Feng Yan, Qiming Zhang, Mingjin Zhang, Yujie Zhong, Jing Zhang and Lin Ma
MRStyle: A Unified Framework for Color Style Transfer with Multi-Modality Reference
Jiancheng Huang, Yu Gao, Zequn Jie, Yujie Zhong, Xintong Huang, and Lin Ma
RFSR: Improving ISR Diffusion Models via Reward Feedback Learning
Xiaopeng Sun, Qinwei Lin, Yu Gao, Yujie Zhong, Chengjian Feng, Dengjie Li, Zheng Zhao, Jie Hu, and Lin Ma
Beyond the Visible: Benchmarking Occlusion Perception in Multimodal Large Language Models
Zhaochen Liu, Kaiwen Gao, Shuyi Liang, Bin Xiao, Limeng Qiao, Lin Ma, and Tingting Jiang
AP-CAP: Advancing High-Quality Data Synthesis for Animal Pose Estimation via a Controllable Image Generation Pipeline
Lei Wang, Yujie Zhong, Xiaopeng Sun, Jingchun Cheng, Chengjian Feng, Qiong Cao, Lin Ma, Zhaoxin Fan
2026
M4V: Multi-Modal Mamba for Text-to-Video Generation
Jiancheng Huang, Gengwei Zhang, Zequn Jie, Siyu Jiao, Yinlong Qian, Ling Chen, Yunchao Wei, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
Reading or Reasoning? Format Decoupled Reinforcement Learning for Document OCR
Yufeng Zhong, Lei Chen, Zhixiong Zeng, Xuanle Zhao, Deyang Jiang, Liming Zheng, Jing Huang, Haibo Qiu, Peng Shi, Siqi Yang, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
UniComp: Rethinking Video Compression Through Informational Uniqueness
Chao Yuan, Shimin Chen, Minliang Lin, Limeng Qiao, Wan Guanglu, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
Perceptual-Evidence Anchored Reinforced Learning for Multimodal Reasoning
Chi Zhang, Haibo Qiu, Qiming Zhang, Yufei Xu, Zhixiong Zeng, Siqi Yang, Peng Shi, Lin Ma, and Jing Zhang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
SO(3)-Equivariant ViT-Adapter for Data-Efficient Zero-Shot Sim-to-Real Indoor Panoramic Depth Estimation
Ziyan He, Qiudan Zhang, Lin Ma, and Xu Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
OddGridBench: Exposing the Lack of Fine-Grained Visual Discrepancy Sensitivity in Multimodal Large Language Models
Tengjin Weng, Wenhao Jiang, Jingyi Wang, Ming Li, Lin Ma, and Zhong Ming
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
Cross-Modal Attention Calibration for LVLM Hallucination Mitigation
Jiaming Li, Jiacheng Zhang, ZEQUN JIE, Lin Ma, Ming Li, Xiaonan Luo, and Guanbin Li
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
Learning When to Look: A Disentangled Curriculum for Strategic Perception in Multimodal Reasoning
Siqi Yang, Zilve Gao, Haibo Qiu, Fanfan Liu, Peng Shi, Zhixiong Zeng, Qingmin Liao, and Lin Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Findings, 2026.
DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning
Chi Zhang, Haibo Qiu, Qiming Zhang, Zhixiong Zeng, Lin Ma, and Jing Zhang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Findings, 2026.
Metis-SPECS: Decoupling Multimodal Learning via Self-distilled Preference-based Cold Start
Kun Chen, Peng Shi, Haibo Qiu, Zhixiong Zeng, Siqi Yang, Wenji Mao, and Lin Ma
International Conference on Learning Representations (ICLR), 2026.
Breaking the SFT Plateau: Multimodal Structured Reinforcement Learning for Chart-to-Code Generation
Lei Chen, Xuanle Zhao, Zhixiong Zeng, Jing Huang, Liming Zheng, Yufeng Zhong, and Lin Ma
International Conference on Learning Representations (ICLR), 2026.
OmniActor: A Generalist GUI and Embodied Agent for 2D&3D Worlds
Longrong Yang, Zhixiong Zeng, Yufeng Zhong, Huang Jing, Liming Zheng, Lei Chen, Haibo Qiu, Zequn Qin, Lin Ma, and Xi Li
International Conference on Learning Representations (ICLR), 2026.
Scalable Training for Vector-Quantized Networks with 100% Codebook Utilization
Yifan Chang, Jie Qin, Limeng Qiao, Xiaofeng Wang, Zheng Zhu, Lin Ma, and Xingang Wang
International Conference on Learning Representations (ICLR), 2026.
A Circular Window-based Cascade Transformer for Online Action Detection
Shuqiang Cao, Weixin Luo, Bairui Wang, Ran Song, Wei Zhang, and Lin Ma
IEEE Transactions on Multimedia (TMM). Accepted
DBGroup: Dual-Branch Point Grouping for Weakly Supervised 3D Semantic Instance Segmentation
Xuexun Liu, Xiaoxu Xu, Qiudan Zhang, Lin Ma, and Xu Wang
The Fortieth AAAI Conference on Artificial Intelligence (AAAI), 2026.
X-SAM: From Segment Anything to Any Segmentation
Hao Wang, Limeng Qiao, Zequn Jie, Zhijian Huang, Chengjian Feng, Qingfang Zheng, Lin Ma, Xiangyuan Lan, and Xiaodan Liang
The Fortieth AAAI Conference on Artificial Intelligence (AAAI), 2026.
2025
UniViTAR: Unified Vision Transformer with Native Resolution
Limeng Qiao, Yiyang Gan, Bairui Wang, Jie Qin, Shuang Xu, Siqi Yang, and Lin Ma
NeurIPS 2025
VITRIX-CLIPIN: Enhancing Fine-Grained Visual Understanding in CLIP via Instruction-Editing Data and Long Captions
Ziteng Wang, Siqi Yang, Limeng Qiao, and Lin Ma
NeurIPS 2025
Towards Better & Faster Autoregressive Image Generation: From the Perspective of Entropy
Xiaoxiao Ma, Feng Zhao, Pengyang Ling, Haibo Qiu, Zhixiang Wei, Hu Yu, Jie Huang, Zhixong Zeng, and Lin Ma
NeurIPS 2025
GUIDED: Granular Understanding via Identification, Detection, and Discrimination for Fine-Grained Open-Vocabulary Object Detection
Jiaming Li, Zhijia Liang, Weikai Chen, Lin Ma, and Guanbin Li
NeurIPS 2025
FlexVAR: Flexible Visual Autoregressive Modeling without Residual Prediction
Siyu Jiao, Gengwei Zhang, Yinlong Qian, JIancheng Huang, Yao Zhao, Humphrey Shi, Lin Ma, Yunchao Wei, Zequn Jie
NeurIPS 2025
TopoDiT-3D: Topology-Aware Diffusion Transformer with Bottleneck Structure for 3D Point Cloud Generation
Zechao Guan, Feng Yan, Shuai Du, Lin Ma, and Qingshan Liu
BMVC 2025
RoboTron-Mani: All-in-One Multimodal Large Model for Robotic Manipulation
Feng Yan, Fanfan Liu, Yiyang Huang, Zechao Guan, Liming Zheng, Yufeng Zhong, Chengjian Feng, and Lin Ma
ICCV 2025
RoboTron-Drive: All-in-One Large Multimodal Model for Autonomous Driving
Zhijian Huang, Chengjian Feng, Feng Yan, Baihui Xiao, Zequn Jie, Yujie Zhong, Xiaodan Liang, and Lin Ma
ICCV 2025
RoboTron-Nav: A Unified Framework for Embodied Navigation Integrating Perception, Planning, and Prediction
Yufeng Zhong, Chengjian Feng, Feng Yan, Fanfan Liu, Liming Zheng, and Lin Ma
ICCV 2025
RoboTron-Sim: Improving Real-World Driving via Simulated Hard-Case
Baihui Xiao, Chengjian Feng, Zhijian Huang, Feng Yan, Yujie Zhong, and Lin Ma
ICCV 2025
DisTime: Distribution-based Time Tokenizer for Temporal Localization with Video Large Language Model
Yingsen Zeng, Zepeng Huang, Yujie Zhong, Chengjian Feng, Jie Hu, Lin Ma, and Yang Liu
ICCV 2025
Dadu-Corki: Algorithm-Architecture Co-Design for Embodied AI-powered Robotic Manipulation
Yiyang Huang, Yuhui Hao, Bo Yu, Feng Yan, Yuxin Yang, Feng Min, YInhe Han, Lin Ma, Shaoshan Liu, Qiang Liu, and Yiming Gan
ISCA 2025
Towards Efficient Foundation Model for Zero-shot Amodal Segmentation
Zhaochen Liu, Limeng Qiao, Xiangxiang Chu, Lin Ma, and Tingting Jiang
CVPR 2025
Unitoken: Harmonizing Multimodal Understanding and Generation through Unified Visual Encoding
Yang Jiao, Haibo Qiu, Zequn Jie, Shaoxiang Chen, Jingjing Chen, Lin Ma, and YU-Gang Jiang
CVPR 2025 Workshop
A Visual-Linguistic Approach for Robust RGB-Thermal Tracking with Dynamic Template Adaptation
Xu Wang, Huanxin Zheng, Haohong Liao, Qiudan Zhang, Lin Ma, and Jianmin Jiang
TMM. Accepted
Weakly-Supervised 3D Visual Grounding based on Visual Language Alignment
Xiaoxu Xu, Yitian Yuan, Qiudan Zhang, Wenhui Wu, Zequn Jie, Lin Ma, and Xu Wang
TMM. Accepted
CO-MOT: Boosting End-to-end Transformer-based Multi-object Tracking via Coopetition Label Assignment and Shadow Sets
Feng Yan, Weixin Luo, Yujie Zhong, Yiyang Gan, and Lin Ma
ICLR 2025
Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts
Yunxin Li, Shenyuan Jiang, Baotian Hu, Longyue Wang, Wanqi Zhong, Wenhan Luo, Lin Ma, and Min Zhang
TPAMI. Accepted
A Pyramid Fusion MLP for Dense Prediction
Qiuyu Huang, Zequn Jie, Lin Ma, Li Shen, and Shenqi lai
TIP. Accepted
Affordances-Oriented Planning using Foundation Models for Continuous Vision-Language Navigation
Jiaqi Chen, Bingqian Lin, Xinmin Liu, Lin Ma, Xiaodan Liang, Lin Ma, and Kwan-Yee K. Wong
AAAI 2025
2024
LESS: Label-Efficient and Single-Stage Referring 3D Segmentation
Xuexun Liu, Xiaoxu Xu, Jinlong Li, Qiudan Zhang, Xu Wang, Nicu Sebe, and Lin Ma
NeurIPS 2024
Lumen: Unleashing Versatile Vision-Centric Capabilities of Large Multimodal Models
Yang Jiao, Shaoxiang Chen, Zequn Jie, Jingjing Chen, Lin Ma, and Yu-Gang Jiang
NeurIPS 2024
UniMD: Towards Unifying Moment retrieval and temporal action Detection
Yingsen Zeng, Yujie Zhong, Chengjian Feng, and Lin Ma
ECCV 2024
3D Weakly Supervised Semantic Segmentation with 2D Vision-Language Guidance
Xiaoxu Xu, Yitian Yuan, Jinlong Li, Qiudan Zhang, Zequn Jie, Lin Ma, Hao Tang, Nicu Sebe, and Xu Wang
ECCV 2024
Making Large Language Models Better Planners with Reasoning-Decision Alignment
Zhijian Huang, Tao Tang, Shaoxiang Chen, Sihao Lin, Zequn Jie, Lin Ma, Guangrun Wang, and Xiaodan Liang
ECCV 2024
LMEye: An Interactive Perception Network for Large Language Models
Yunxin Li, Baotian Hu, Xinyu Chen, Lin Ma, Yong Xu, and Min Zhang
TMM. Accepted
Weakly-Supervised 3D Visual Grounding based on Visual Linguistic Alignment
Xu Wang, Yifan Li, Qiudan Zhang, Wenhui Wu, Mark Junjie Li, Lin Ma, and Jianmin Jiang
TMM. Accepted
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
TPAMI. Accepted
DeTAL: Open-Vocabulary Temporal Action Localization with Decoupled Networks
Zhiheng Li, Yujie Zhong, Ran Song, Tianjiao Li, Lin Ma, and Wei Zhang
TPAMI. Accepted
InstaGen: Enhancing Object Detection by Training on Synthetic Dataset
Chengjian Feng, Yujie Zhong, Zequn Jie, Weidi Xie, and Lin Ma
CVPR 2024
Misalignment-Robust Frequency Distribution Loss for Image Transformation
Zhangkai Ni, Juncheng Wu, Zian Wang, Wenhan Yang, Hanli Wang, and Lin Ma
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
CVPR 2024
A Multimodal In-Context Tuning Approach for E-Commerce Product Description Generation
Yunxin Li, Baotian Hu, Wenhan Luo, Lin Ma, Yuxin Ding and Min Zhang
COLING 2024
Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost
Yuan Gao, Weizhong Zhang, Wenhan Luo, Lin Ma, Jin-Gang Yu, Gui-Song Xia, and Jiayi Ma
ICLR 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
AAAI 2024
ColNeRF: Collaboration for Generalizable Sparse Input Neural Radiance Field
Zhangkai Ni, Peiqi Yang, Wenhan Yang, Hanli Wang, Lin Ma, Sam Kwong
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
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
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
ICCV 2023
Zero-Shot Semantic Segmentation with Decoupled One-Shot Network
Cong Han, Yujie Zhong, Kai Han, Dengjie Li, and Lin Ma
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
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
ACL 2023
AeDet: Azimuth-Invariant Multi-View 3D Object Detection
Chengjian Feng, Zequn Jie, Yujie Zhong, Xiangxiang Chu, and Lin Ma
CVPR 2023
Adaptive Sparse Pairwise Loss for Object Re-Identification
Xiao Zhou, Yujie Zhong, Zhen Chen, Fan Liang, and Lin Ma
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
CVPR 2023
TriDet: Temporal Action Detection With Relative Boundary Modeling
Dingfeng Shi, Yujie Zhong, Qiong Cao, Lin Ma, Jia Li, and Dacheng Tao
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
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
IJCV. Accepted
Syntax Customized Video Captioning by Imitating Exemplar Sentences
Yitian Yuan, Lin Ma, and Wenwu Zhu
TPAMI. Accepted
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
TOMM. Accepted
Weakly Supervised Semantic Segmentation via Progressive Patch Learning
Jinglong Li, Zequn Jie, Xu Wang, Yu Zhou, Xiaolin Wei, and Lin Ma
TMM. Accepted
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
TMM. Accepted
2022
Disentangled Feature Networks for Facial Portraits Generation
Kaihao Zhang, Wenhan Luo, Lin Ma, Wenqi Ren, and Hongdong Li
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
NeurIPS 2022
Semantic Conditioned Dynamic Modulation for Temporal Sentence Grounding in Videos
Yitian Yuan, Lin Ma, Jingwen Wang, Wei Liu, and Wenwu Zhu
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
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
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
ECCV 2022
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
ECCV 2022
ReAct: Temporal Action Detection with Relational Action Queries
Dingfeng Shi, Yujie Zhong, Qiong Cao, Jing Zhang, Lin Ma, Jia Li, and Dacheng Tao
ECCV 2022
Contrastive Video-Language Learning with Fine-grained Frame Sampling
Zixu Wang, Yujie Zhong, Yishu Miao, Lin Ma, and Lucia Specia
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
ACM MM 2022
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
ACM MM 2022
Explore Inter-Contrast Between Videos via Composition for Weakly Supervised Temporal Sentence Grounding
Jiaming Chen, Weixin Luo, Wei Zhang, and Lin Ma
AAAI 2022
Visual Consensus Modeling for Video-Text Retrieval
Shuqiang Cao, Bairui Wang, Wei Zhang, and Lin Ma
AAAI 2022
2021
CASNet: A Cross-attention Siamese Network for Video Salient Object Detection
Yuzhu Ji, Haijun Zhang, Zequn Jie, Lin Ma, and Jonathan Wu
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
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
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
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
TMM, vol. 23, pp. 3362-3376, Sept. 2021
Unsupervised Text-to-Image Synthesis
Yanlong Dong, Ying Zhang, Lin Ma, Zhi Wang, and Jiebo Luo
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
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
ACM MM 2021
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
ACM MM 2021
Relation-aware Instance Refinement for Weakly Supervised Visual Grounding
Yongfei Liu, Bo Wan, Lin Ma, and Xuming He
CVPR 2021
Neural Symbolic Representation Learning for Image Captioning
Xiaomei Wang, Lin Ma, Yanwei Fu, and Xiangyang Xue
ICMR 2021
Similarity Reasoning and Filtration for Image-Text Matching
Haiwen Diao, Ying Zhang, Lin Ma, and Huchuan Lu
AAAI 2021
2020
Reconstruct and Represent Video Contents for Captioning via Reinforcement Learning
Wei Zhang, Bairui Wang, Lin Ma, and Wei Liu
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
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
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
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
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
ACM MM 2020
Context-Gated Convolution
Xudong Lin, Lin Ma, Wei Liu, and Shih-Fu Chang
ECCV 2020
Beyond Monocular Deraining: Stereo Image Deraining via Semantic Understanding
Kaihao Zhang, Wenhan Luo, Wenqi Ren, Jingwen Wang, Fang Zhao, Lin Ma, and Hongdong Li
ECCV 2020
Consensus-Aware Visual-Semantic Embedding for Image-Text Matching
Haoran Wang, Ying Zhang, Zhong Ji, Yanwei Pang, and Lin Ma
ECCV 2020
Cops-Ref: A new Dataset and Task on Compositional Referring Expression Comprehension
Zhenfang Chen, Peng Wang, Lin Ma, Kwan-Yee Wong, and Qi Wu
CVPR 2020
Deblurring by Realistic Blurring
Kaihao Zhang, Wenhan Luo, Yiran Zhong, Lin Ma, Bjorn Stenger, Wei Liu, and Hongdong Li
CVPR 2020
Fine-grained Image-to-Image Transformation towards Visual Recognition
Wei Xiong, Yutong He, Yixuan Zhang, Wenhan Luo, Lin Ma, and Jiebo Luo
CVPR 2020
Temporally Grounding Language Queries in Videos by Contextual Boundary-aware Prediction
Jingwen Wang, Lin Ma, and Wenhao Jiang
AAAI 2020
Recurrent Nested Model for Sequence Generation
Wenhao Jiang, Lin Ma, and Wei Lu
AAAI 2020
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
AAAI 2020
Grasp for Stacking via Deep Reinforcement Learning
Junhao Zhang, Wei Zhang, Ran Song, Lin Ma, and Yibin Li
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
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
TIP, vol. 28, no. 4, pp. 1895-1908, Apr. 2019
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
TIP, vol. 28, no. 4, pp. 1773-1782, Apr. 2019
Adversarial Spatio-Temporal Learning for Video Deblurring
Kaihao Zhang, Wenhan Luo, Yiran Zhong, Lin Ma, Wei Liu, and Hongdong Li
TIP, vol. 28, no. 1, pp. 291-301, Jan. 2019
Semantic Conditioned Dynamtic Modulation for Temporal Sentence Grounding in Videos
Yitian Yuan, Lin Ma, Jingwen Wang, Wei Liu, and Wenwu Zhu
NeurIPS 2019
Exploiting Local and Global Structure for Point Cloud Semantic Segmentation with Contextual Point Representation
Xu Wang, Jingming He, and Lin Ma
NeurIPS 2019
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
ICCV 2019
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
ICCV 2019
Sentence Specified Dynamic Video Thumbnail Generation
Yitian Yuan, Lin Ma, and Wenwu Zhu
ACM MM 2019
Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video
Zhenfang Chen, Lin Ma, Wenhan Luo, and Kwan-Yee K. Wong
ACL 2019
Hallucinating Optical Flow Features for Video Classification
Yongyi Tang, Lin Ma, and Lianqiang Zhou
IJCAI 2019
Position Focused Attention Network For Image-Text Matching
Yaxiong Wang, Hao Yang, Xueming Qian, Lin Ma, Jing Lu, Biao Li, and Xin Fan
IJCAI 2019
Unsupervised Image Captioning
Yang Feng, Lin Ma, Wei Liu, and Jiebo Luo
CVPR 2019
Spatio-temporal Video Re-localization by Warp LSTM
Yang Feng, Lin Ma, Wei Liu, and Jiebo Luo
CVPR 2019
Multi-granularity Generator for Temporal Action Proposal
Yuan Liu, Lin Ma, Yifeng Zhang, Wei Liu, and Shih-Fu Chang
CVPR 2019
Learning Joint Gait Representation via Quintuplet Loss Minimization
Kaihao Zhang, Wenhan Luo, Lin Ma, Wei Liu, and Hongdong Li
CVPR 2019. (Oral)
Image Deformation Meta-Network for One-Shot Learning
Zitian Chen, Yanwei Fu, Yu-Xiong Wang, Lin Ma, Wei Liu, and Martial Hebert
CVPR 2019. (Oral)
Localizing Natural Language in Videos
Jingyuan Chen, Lin Ma, Xinpeng Chen, Zequn Jie, and Jiebo Luo
AAAI 2019
Hierarchical Photo-Scene Encoder for Album Storytelling
Bairui Wang, Lin Ma, Wei Zhang, Wenhao Jiang, and Feng Zhang
AAAI 2019
Cousin Network Guided Sketch Recognition via Latent Attribute Warehouse
Kaihao Zhang, Wenhan Luo, Lin Ma, and Hongdong Li
AAAI 2019
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
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
TCSVT, vol. 28, no. 9, pp. 2428-2432, Sept. 2018
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
TIP, vol. 27, no. 9, pp. 4516-4528, Sept. 2018
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
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
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
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
NeurIPS 2018
Parsimonious Quantile Regression of Asymmetrically Heavy-tailed Financial Return Series
Xing Yan, Weizhong Zhang, Lin Ma, Wei Liu, and Qi Wu
NeurIPS 2018
Temporally Grounding Natural Sentence in Video
Jingyuan Chen, Xinpeng Chen, Lin Ma, Zequn Jie, and Tat-Seng Chua
EMNLP 2018
Video Re-localization
Yang Feng, Lin Ma, Wei Liu, Tong Zhang, and Jiebo Luo
ECCV 2018
Recurrent Fusion Network for Image Captioning
Wenhao Jiang, Lin Ma, Yu-Gang Jiang, Wei Liu, and Tong Zhang
ECCV 2018
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
ECCV 2018
Neural Stereoscopic Image Style Transfer
Xinyu Gong, Haozhi Huang, Lin Ma, Fumin Shen, Wei Liu, and Tong Zhang
ECCV 2018
Safe Element Screening for Submodular Function Minimization
Weizhong Zhang, Bin Hong, Lin Ma, Wei Liu, and Tong Zhang
ICML 2018
Long-Term Human Motion Prediction by Modeling Motion Context and Enhancing Motion Dynamics
Yongyi Tang, Lin Ma, Wei Liu, and Wei-Shi Zheng
IJCAI 2018
Image-level to Pixel-wise Labeling: From Theory to Practice
Tiezhu Sun, Wei Zhang, Zhijie Wang, Lin Ma, and Zequn Jie
IJCAI 2018
Regularizing RNNs for Caption Generation by Reconstructing The Past with The Present
Xinpeng Chen, Lin Ma, Wenhao Jiang, Jian Yao, and Wei Liu
CVPR 2018
Reconstruction Network for Video Captioning
Bairui Wang, Lin Ma, Wei Zhang, and Wei Liu
CVPR 2018
Gated Fusion Network for Single Image Dehazing
Wenqi Ren, Lin Ma, Jiawei Zhang, Jinshan Pan, Xiaochun Cao, Wei Liu, and Ming-Hsuan Yang
CVPR 2018
Bidirectional Attentive Fusion with Context Gating for Dense Video Captioning
Jingwen Wang, Wenhao Jiang, Lin Ma, Wei Liu, and Yong Xu
CVPR 2018. (Spotlight)
Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks
Wei Xiong, Wenhan Luo, Lin Ma, Wei Liu, and Jiebo Luo
CVPR 2018
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 (WWW), The Big Web Track, 2018
Learning to Guide Decoding for Image Captioning
Wenhao Jiang, Lin Ma, Xinpeng Chen, Hanwang Zhang, and Wei Liu
AAAI 2018
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
CVPR 2017
Objective Quality Assessment of Image Retargeting by Incorporating Fidelity Measures and Inconsistency Detection
Yichi Zhang, King Ngi Ngan, Lin Ma, and Hongliang Li
TIP, vol. 26, no. 12, pp. 5980-5993, Dec. 2017
ESIM: Edge Similarity for Screen Content Image Quality Assessment
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Jing Chen, Canhui Cai, and Kai-Kuang Ma
TIP, vol. 26, no. 10, pp. 4818-4831, Oct. 2017
Multi-task Rank Learning for Image Quality Assessment
Long Xu, Jia Li, Weisi Lin, Yongbing Zhang, Lin Ma, Yuming Fang, and Yihua Yan
TCSVT, vol. 27, no. 9, pp. 1833-1843, Sept. 2017
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
Multimodal Deep Learning for Solar Radio Burst Classification
Lin Ma, Zhuo Chen, Long Xu, and Yihua Yan
PR, vol. 61, pp. 573-582, Jan. 2017
2016
Learning to Answer Questions From Image Using Convolutional Neural Network
Lin Ma, Zhengdong Lu, and Hang Li
AAAI 2016
Screen Content Image Quality Assessment Using Edge Model
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Canhui Cai, and Kai-Kuang Ma
ICIP 2016
Perceptual Image Quality Enhancement for Solar Radio Image
Long Xu, Lin Ma, Zhuo Chen, Xianyou Zeng, and Yihua Yan
QoMex 2016
Deep Learning Features Inspired Saliency Detection of 3D Images
Qiudan Zhang, Xu Wang, Jianmin Jiang, and Lin Ma
PCM 2016
No-Reference Retargeted Image Quality Assessment Based on Pairwise Rank Learning
Lin Ma, Long Xu, Yichi Zhang, Yihua Yan, and King Ngi Ngan
TMM, vol. 18, no. 11, pp. 2228-2237, Nov. 2016
Just Noticeable Difference Estimation for Screen Content Images
Shiqi Wang, Lin Ma, Yuming Fang, Weisi Lin, Siwei Ma, and Wen Gao
TIP, vol. 25, no. 8, pp. 3838-3851, Aug. 2016
Gradient Direction for Screen Content Image Quality Assessment
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Canhui Cai, and Kai-Kuang Ma
SPL, vol. 23, no. 10, pp. 1394-1398, Oct. 2016
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
PR, vol. 59, pp. 176-187, Nov. 2016
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
TMM, vol. 18, no. 4, pp. 590-602, Apr. 2016
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
Imaging and Representation Learning of Solar Radio Spectrums for Classification
Zhuo Chen, Lin Ma, Long Xu, Chengming Tan, and Yihua Yan
MTAP, vol. 75, no. 5, pp. 2859-2875, Mar. 2016
2015 and before
Multimodal Convolutional Neural Networks for Matching Image and Sentence
Lin Ma, Zhengdong Lu, Lifeng Shang, and Hang Li
ICCV 2015
Multimodal Learning For Facial Expression Recognition
Wei Zhang, Youmei Zhang, Lin Ma, Jingwei Guan, and Shijie Gong
PR, vol. 48, no. 10, pp. 3191-3202, Oct. 2015
Reduced-Reference Image Quality Assessment in Reorganized DCT Domain
Lin Ma, Songnan Li, and King Ngi Ngan
SPIC, vol. 28, no. 8, pp. 884-902, Aug. 2013
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
SPIC, vol. 28, no. 8, pp. 917-928, Aug. 2013
Consistent Visual Quality Control in Video Coding
Long Xu, Songnan Li, King Ngi Ngan, and Lin Ma
TCSVT, vol. 23, no. 6, pp. 975-989, Jun. 2013
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
Anaglyph Image Generation by Matching Color Appearance Attributes
Songnan Li, Lin Ma, and King Ngi Ngan
SPIC, vol. 28, no. 6, pp. 597-607, Jul. 2013
Image Retargeting Quality Assessment: A Study of Subjective Scores and Objective Metrics
Lin Ma, Weisi Lin, Chenwei Deng, and King Ngi Ngan
JSTSP, vol. 6, no. 6, pp. 626-639, Oct. 2012
Reduced-Reference Video Quality Assessment of Compressed Video Sequences
Lin Ma, Songnan Li, and King Ngi Ngan
TCSVT, vol. 22, no. 10, pp. 1441-1456, Oct. 2012
Full-reference Video Quality Assessment by Decoupling Detail Losses and Additive Impairments
Songnan Li, Lin Ma, and King Ngi Ngan
TCSVT, vol. 22, no. 7, pp. 1100-1112, Jul. 2012
Learning-based Image Restoration for Compressed Images
Lin Ma, Debin Zhao, and Wen Gao
SPIC, vol. 27, no. 1, pp. 54-65, Jan. 2012
Image Quality Assessment by Separately Evaluating Detail Losses and Additive Impairments
Songnan Li, Fan Zhang, Lin Ma, and King Ngi Ngan
TMM, vol. 13, no. 5, pp. 935-949, Oct. 2011
Reduced-Reference Image Quality Assessment Using Reorganized DCT-Based Image Representation
Lin Ma, Songnan Li, Fan Zhang, and King Ngi Ngan
TMM, vol. 13, no. 4, pp. 824-829, Aug. 2011
Practical Image Quality Metric Applied to Image Coding
Fan Zhang, Lin Ma, Songnan Li, and King Ngi Ngan
TMM, vol. 13, no. 4, pp. 615-624, Aug. 2011
Adaptive Block-Size Transform Based Just-Noticeable Difference Model for Images/Videos
Lin Ma, King Ngi Ngan, Fan Zhang, and Songnan Li
SPIC, vol. 26, no. 3, pp. 162-174, Mar. 2011
Visual Horizontal Effect for Image Quality Assessment
Lin Ma, Songnan Li, and King Ngi Ngan
SPL, vol. 17, no. 7, pp. 627-630, Jul. 2010
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
Retargeted Image Quality Assessment: Current Progresses and Future Trends
Lin Ma, Chenwei Deng, Weisi Lin, King Ngi Ngan, and Long Xu
Springer, ISBN: 978-3-319-10367-9, pp. 213-242, Nov. 2014
Conclusions and Perspectives
Chenwei Deng, Shuigen Wang, and Lin Ma
Springer, ISBN: 978-3-319-10367-9, pp. 287-302, Nov. 2014
Perceptual Quality Improvement for Synthesis Imaging of Chinese Spectral Radiohelograph
Long Xu, Lin Ma, Zhuo Chen, Yihua Yan, and Jinjian Wu
PCM 2015
A Packet-Layer Model with Content Characteristics for Video Quality Assessment of IPTV
Qian Zhang, Lin Ma, Fan Zhang, and Long Xu
PCM 2015
Rank Learning Based No-Reference Quality Assessment of Retargeted Images
Lin Ma, Long Xu, Yichi Zhang, King Ngi Ngan, Yihua Yan
SMC 2015
Multimodal Learning for Classification of Solar Radio Spectrum
Zhuo Chen, Lin Ma, Long Xu, Yihua Yan
SMC 2015
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
ICASSP 2015
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
ICME Workshop 2014
Visual Quality Metric for Perceptual Video Coding
Long Xu, Lin Ma, King Ngi Ngan, Weisi Lin, and Ying Weng
VCIP 2013
Packet-layer Model for Quality Assessment of Encrypted Video in IPTV Services
Qian Zhang, Fan Zhang, and Lin Ma
APSIPA ASC 2013
High Quality Image Construction from Multiple Low Quality Copies
Lin Ma, Long Xu, Qian Zhang, and King Ngi Ngan
MMSP 2013
Reduced Reference Video Quality Assessment Based on Spatial HVS Mutual Masking and Temporal Motion Estimation
Lin Ma, King Ngi Ngan, and Long Xu
ICME 2013
Overview of Quality Assessment for Visual Signals and Newly Emerged Trends
Lin Ma, Chenwei Deng, Weisi Lin, and King Ngi Ngan
ISCAS 2013
Video Quality Metric for Consistent Visual Quality Control in Video Coding
Long Xu, King Ngi Ngan, Songnan Li, and Lin Ma
APSIPA ASC 2012
Study of Subjective and Objective Quality Assessment of Retargeted Images
Lin Ma, Weisi Lin, Chenwei Deng, and King Ngi Ngan
ISCAS 2012
Reduced-Reference Image Quality Assessment via Intra- and Inter-Subband Statistical Characteristics in Reorganized DCT Domain
Lin Ma, Songnan Li, and King Ngi Ngan
APSIPA ASC 2011
Video Quality Assessment by Decoupling Additive Impairments and Detail losses
Songnan Li, Lin Ma, and King Ngi Ngan
QoMEX 2011
Motion Trajectory Based Visual Saliency for Video Quality Assessment
Lin Ma, Songnan Li, and King Ngi Ngan
ICIP 2011
Perceptual Image Compression via Adaptive Block-Based Super-Resolution Directed Down-Sampling
Lin Ma, Songnan Li, and King Ngi Ngan
ISCAS 2011
Video Quality Assessment Based on Adaptive Block-Size Transform Just-Noticeable Difference Model
Lin Ma, Fan Zhang, Songnan Li, and King Ngi Ngan
ICIP 2010
Adaptive Block-Size Transform Based Just-Noticeable Difference Profile for Videos
Lin Ma, and King Ngi Ngan
ISCAS 2010
Adaptive Block-Size Transform Based Just-Noticeable Difference Profile for Images
Lin Ma, and King Ngi Ngan
PCM 2009
Learning-based Image Restoration for Compressed Image through Neighboring Embedding
Lin Ma, Feng Wu, Debin Zhao, Wen Gao, and Siwei Ma
PCM 2008
Three-tiered Network Model for Image Hallucination
Lin Ma, Yonghua Zhang, Yan Lu, Feng Wu, and Debin Zhao
ICIP 2008
Temporal Inconsistency Measure for Video Quality Assessment
Songnan Li, Lin Ma, Fan Zhang, and King Ngi Ngan
PCS 2010
Limitation and Challenges of Image Quality Measurement
Fan Zhang, Songnan Li, Lin Ma, and King Ngi Ngan
VCIP 2010
Universal Steganalysis Based on Statistical Models Using Reorganization of Block-based DCT Coefficients
Shaohui Liu, Lin Ma, Hongxun Yao, and Debin Zhao
IAS 2009
