牟伦田｜北京工业大学｜学者主页

2026

Dual-Constraint Optimization of Mouse V1 Modeling: Integrating Sparsity and Excitation-Inhibition Balance for Improved Representational Similarity With DNNs.

Luntian Mou, Siqi Zhen, Peize Li, Wen-Jie Chen, Lei Ma, Nan Ma, Tie-Jun Huang

IEEE Transactions on Neural Networks and Learning Systems

DOI

2026

Adaptive Expression: A Multimodal Agent-Based Technology Bridging Ordinary Users and Mllms for Personalized and Comprehensive Artistic Expression

Luntian Mou, Xin-Ran Hou, Yu-Liang Zhang, Ramesh C. Jain

2026 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)

DOI

2026

DESNet: A Multimodal Collaborative Network for Joint Driver Emotion and Stress Recognition

Luntian Mou, Wen-Yan Zhao, Sha-Sha Mao, Nan Ma, Ramesh C. Jain

Conference on Multimedia Information Processing and Retrieval

DOI

2026

HASF-Net: Hierarchical Attention and Spectral Filtering for Multimodal Emotion Recognition in Conversation

Luntian Mou, Yue Zeng, Sha-Sha Mao, Nan Ma

DOI

2025

Perspectives on Artificial Intelligence for Art

Luntian Mou

Transactions on Artificial Intelligence

DOI

2025

Multitrack Music Generation Combining Transformer and Diffusion Model

Luntian Mou, Yu-Liang Zhang, Yihan Sun, Feng Gao, Yong Xiang

2025 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)

DOI

2025

Disentangled Representation Learning via Transformer with Graph Attention Fusion for Depression Detection

Luntian Mou, Siqi Zhen, Sha-Sha Mao, Nan Ma

Proceedings of the 1st International Workshop on Cognition-oriented Multimodal Affective and Empathetic Computing

DOI

2024

Image-Based Structured Vehicle Behavior Analysis Inspired by Interactive Cognition

Luntian Mou, Hai-Tao Xie, Shasha Mao, Dandan Yan, Nan Ma, Bao-Cai Yin, Wen Gao

IEEE transactions on multimedia

DOI

2024

Editorial for Special Issue on Artificial Intelligence for Art

Luntian Mou, Feng Gao, Zijin Li, Jia-Ying Liu, Hongxun Yao, J. Hoorn

Machine Intelligence Research

DOI

2024

MemoMusic 4.0: Personalized Emotion Music Generation Conditioned by Valence and Arousal as Virtual Tokens

Luntian Mou, Yihan Sun, Yunhan Tian, Ruichen He, Feng Gao, Zijin Li, Ramesh C. Jain

2024 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)

DOI

2024

E/I Balanced Adaptive Sequential Neural Posterior Estimation for Inferring the Connection Weights in Mouse V1 Model

Luntian Mou, Peize Li, Wen-Jie Chen, Lei Ma, Tiejun Huang

IEEE International Conference on Bioinformatics and Biomedicine

DOI

2024

Image-Based Freeform Handwriting Authentication With Energy-Oriented Self-Supervised Learning

Jingyao Wang, Luntian Mou, Chang-Wen Zheng, Wen Gao

IEEE transactions on multimedia

DOI

2024

Flying Together with Audio and Video: Enhancing Communication for the Hearing-Impaired Through an Emerging Closed Captioning Standard

Luntian Mou, Peize Li, Haiwu Zhao, Qiang Fu, Hongtao Luo, Cong Liu, Nan Ma, Tie-jun Huang, Wen Gao

ICSR + InnoBiz

DOI

2024

Artificial Intelligence for Art Creation and Understanding

Luntian Mou

DOI

2023

Multimodal driver distraction detection using dual-channel network of CNN and Transformer

Luntian Mou, Jiali Chang, Chao Zhou, Yiyuan Zhao, Nan Ma, Baocai Yin, Ramesh Jain, Wen Gao

Expert Systems With Applications，Vol. 234

DOI

2023

MemoMusic 3.0: Considering Context at Music Recommendation and Combining Music Theory at Music Generation

Luntian Mou, Yihan Sun, Yunhan Tian, Yiqi Sun, Yuhan Liu, Zexi Zhang, Ruichen He, Juehui Li, Jueying Li, Zi-Jin Li, Feng Gao, Yemin Shi, Ramesh C. Jain

2023 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)

DOI

2023

Driver Emotion Recognition With a Hybrid Attentional Multimodal Fusion Framework

Luntian Mou, Yiyuan Zhao, Chao Zhou, Bahareh Nakisa, M. Rastgoo, Lei Ma, Tiejun Huang, Bao-Cai Yin, Ramesh C. Jain, Wen Gao

IEEE Transactions on Affective Computing

DOI

2023

Isotropic Self-Supervised Learning for Driver Drowsiness Detection With Attention-Based Multimodal Fusion

Luntian Mou, Chao Zhou, Peng-Tao Xie, Peng-Fei Zhao, R. Jain, Wen Gao, Bao-Cai Yin

IEEE transactions on multimedia

DOI

2023

CSSL-RHA: Contrastive Self-Supervised Learning for Robust Handwriting Authentication

Jingyao Wang, Luntian Mou, Changwen Zheng, Wen Gao

arXiv.org

DOI

2022

Memomusic Version 2.0: Extending Personalized Music Recommendation with Automatic Music Generation

Luntian Mou, Yiyuan Zhao, Quan Hao, Yunhan Tian, Juehui Li, Jueying Li, Yiqi Sun, Feng Gao, Bao-Cai Yin

2022 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)

DOI

2022

A Review of Personalized Health Navigation for Drivers

Luntian Mou, Yiyuan Zhao, Chao Zhou, Bao-Cai Yin, Wen Gao, Ramesh C. Jain

Conference on Multimedia Information Processing and Retrieval

DOI

2022

AMSA: Adaptive Multimodal Learning for Sentiment Analysis

Jingyao Wang, Luntian Mou, Lei Ma, Tiejun Huang, Wen Gao

ACM Trans. Multim. Comput. Commun. Appl.

DOI

2021

面向驾驶员的个性化健康导航

牟伦田，周朝，赵艺远，赵鹏飞，Bahareh Nakisa，Ramesh Jain，尹宝才

《北京工业大学学报》

2021

MemoMusic: A Personalized Music Recommendation Framework Based on Emotion and Memory

Luntian Mou, Jueying Li, Juehui Li, Feng Gao, Ramesh C. Jain, Bao-Cai Yin

Conference on Multimedia Information Processing and Retrieval

DOI

2020

Vision‐based vehicle behaviour analysis: a structured learning approach via convolutional neural networks

Luntian Mou, Hai-Tao Xie, Shasha Mao, Peng-Fei Zhao, Yan-Yan Chen

IET Intelligent Transport Systems

DOI

2019

基于结构化学习的车辆行为分析

牟伦田，谢海涛，毛莎莎，陈艳艳

《交通工程》

DOI

2019

Structured behaviour prediction of on‐road vehicles via deep forest

Luntian Mou, Shasha Mao, Hai-Tao Xie, Yan-Yan Chen

Electronics Letters

DOI

2019

Short-Term Traffic Flow Prediction: A Long Short-Term Memory Model Enhanced by Temporal Information

Luntian Mou, Peng-Fei Zhao, Yan-Yan Chen

CICTP 2019

DOI

2019

Fine-granularity ownership identification of multimedia content components: a mechanism for smart media streaming

Luntian Mou, Hao Liu, Hao-Zhe Ji, Tie-Jun Huang, Wen Gao

Conference on Multimedia Information Processing and Retrieval

DOI

2019

T-LSTM: A Long Short-Term Memory Neural Network Enhanced by Temporal Information for Traffic Flow Prediction

Luntian Mou, Peng-Fei Zhao, Hai-Tao Xie, Yan-Yan Chen

IEEE Access

DOI

2019

Vision-Based Vehicle Behavior Analysis: A Structured Learning Approach via Convolutional Neural Networks

Luntian Mou, Hai-Tao Xie, Yan-Yan Chen

CICTP 2019

DOI

2018

Ownership Identification and Signaling of Multimedia Content Components

Luntian Mou

Conference on Multimedia Information Processing and Retrieval

DOI

2014

Video picture-in-picture detection using spatio-temporal slicing

Mengren Qian, Luntian Mou, Jia Li, Yong-Hong Tian

2014 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)

DOI

2014

Overview of IEEE 1857.3: Systems of advanced audio and video coding

Luntian Mou, Xi-Lin Chen, Tie-Jun Huang, Wen Gao

2014 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)

DOI

2013

Content-based copy detection through multimodal feature representation and temporal pyramid matching

Luntian Mou, Tie-Jun Huang, Yong-Hong Tian, Menglin Jiang, Wen Gao

ACM Trans. Multim. Comput. Commun. Appl.

DOI

2012

Robust and discriminative image authentication based on standard model feature

Luntian Mou, Xi-Lin Chen, Yong-Hong Tian, Tie-Jun Huang

2012 IEEE International Symposium on Circuits and Systems

DOI

2012

Copyright ownership authentication method and system

Tie-Jun Huang, Luntian Mou, Yong-Hong Tian, Wen Gao

2011

Robust and discriminative image authentication based on sparse coding

Luntian Mou, Tie-Jun Huang, Yong-Hong Tian, Shiguo Lian, Xi-Lin Chen

Consumer Communications and Networking Conference

DOI

2011

A multimodal video copy detection approach with sequential pyramid matching

Yong-Nong Tian, Menglin Jiang, Luntian Mou, Xiaoyu Rang, Tie-Jun Huang

2011 18th IEEE International Conference on Image Processing

DOI

2010

PKU@TRECVID2010: Pair-Wise Event Detection in Surveillance Video

Kaihua Jiang, Guang-Cheng Zhang, Xihong Wu, Zhipeng Hu, Guochen Jia, Teng Xu, Yaowei Wang, Yong-Hong Tian, Wen Gao, Zhongwei Chen, Qiong Hu, Lei Qin, Yuanning Li, Luntian Mou, Chi Su, Xiao-Yu Fang, Mengren Qian, Menglin Jiang, Tie-Jun Huang

TREC Video Retrieval Evaluation

2010

PKU-IDM @ TRECVid 2010: Copy Detection with Visual-Audio Feature Fusion and Sequential Pyramid Matching

Yuanning Li, Luntian Mou, Menglin Jiang, Chi Su, Xiao-Yu Fang, Mengren Qian, Yong-Hong Tian, Yaowei Wang, Tie-Jun Huang, Wen Gao

2009

AVS综合场景概述

霍龙社，牟伦田，周晓聪

《信息通信技术》

2009

A secure media streaming mechanism combining encryption, authentication, and transcoding

Luntian Mou, Tie-Jun Huang, Long-She Huo, Wei-Ping Li, Wen Gao, Xi-Lin Chen

Signal processing. Image communication

DOI

2007

Method for transmitting and receiving stream type media and certifying system for stream type media

Tie-Jun Huang, Luntian Mou

2007

A DRM Architecture for Manageable P2P Based IPTV System

Xiaoyun Liu, Tie-Jun Huang, Long-She Huo, Luntian Mou

IEEE International Conference on Multimedia and Expo

DOI

2000

优于非压缩视频——基于Motion-JPEG算法的无损压缩方法

Alain Legault, Janet Matey, 牟伦田

《影视制作》

精选作品

期刊论文

Dual-Constraint Optimization of Mouse V1 Modeling: Integrating Sparsity and Excitation-Inhibition Balance for Improved Representational Similarity With DNNs.

Adaptive Expression: A Multimodal Agent-Based Technology Bridging Ordinary Users and Mllms for Personalized and Comprehensive Artistic Expression

DESNet: A Multimodal Collaborative Network for Joint Driver Emotion and Stress Recognition

HASF-Net: Hierarchical Attention and Spectral Filtering for Multimodal Emotion Recognition in Conversation

Perspectives on Artificial Intelligence for Art

Multitrack Music Generation Combining Transformer and Diffusion Model

Disentangled Representation Learning via Transformer with Graph Attention Fusion for Depression Detection

Image-Based Structured Vehicle Behavior Analysis Inspired by Interactive Cognition

Editorial for Special Issue on Artificial Intelligence for Art

MemoMusic 4.0: Personalized Emotion Music Generation Conditioned by Valence and Arousal as Virtual Tokens

E/I Balanced Adaptive Sequential Neural Posterior Estimation for Inferring the Connection Weights in Mouse V1 Model

Image-Based Freeform Handwriting Authentication With Energy-Oriented Self-Supervised Learning

Flying Together with Audio and Video: Enhancing Communication for the Hearing-Impaired Through an Emerging Closed Captioning Standard

Artificial Intelligence for Art Creation and Understanding

Multimodal driver distraction detection using dual-channel network of CNN and Transformer

MemoMusic 3.0: Considering Context at Music Recommendation and Combining Music Theory at Music Generation

Driver Emotion Recognition With a Hybrid Attentional Multimodal Fusion Framework

Isotropic Self-Supervised Learning for Driver Drowsiness Detection With Attention-Based Multimodal Fusion

CSSL-RHA: Contrastive Self-Supervised Learning for Robust Handwriting Authentication

Memomusic Version 2.0: Extending Personalized Music Recommendation with Automatic Music Generation

A Review of Personalized Health Navigation for Drivers

AMSA: Adaptive Multimodal Learning for Sentiment Analysis

面向驾驶员的个性化健康导航

MemoMusic: A Personalized Music Recommendation Framework Based on Emotion and Memory

Vision‐based vehicle behaviour analysis: a structured learning approach via convolutional neural networks

基于结构化学习的车辆行为分析

Structured behaviour prediction of on‐road vehicles via deep forest

Short-Term Traffic Flow Prediction: A Long Short-Term Memory Model Enhanced by Temporal Information

Fine-granularity ownership identification of multimedia content components: a mechanism for smart media streaming

T-LSTM: A Long Short-Term Memory Neural Network Enhanced by Temporal Information for Traffic Flow Prediction

Vision-Based Vehicle Behavior Analysis: A Structured Learning Approach via Convolutional Neural Networks

Ownership Identification and Signaling of Multimedia Content Components

Video picture-in-picture detection using spatio-temporal slicing

Overview of IEEE 1857.3: Systems of advanced audio and video coding

Content-based copy detection through multimodal feature representation and temporal pyramid matching

Robust and discriminative image authentication based on standard model feature

Copyright ownership authentication method and system

Robust and discriminative image authentication based on sparse coding

A multimodal video copy detection approach with sequential pyramid matching

PKU@TRECVID2010: Pair-Wise Event Detection in Surveillance Video

PKU-IDM @ TRECVid 2010: Copy Detection with Visual-Audio Feature Fusion and Sequential Pyramid Matching

AVS综合场景概述

A secure media streaming mechanism combining encryption, authentication, and transcoding

Method for transmitting and receiving stream type media and certifying system for stream type media

A DRM Architecture for Manageable P2P Based IPTV System

优于非压缩视频——基于Motion-JPEG算法的无损压缩方法

预印本

Mind the Couch! Eliciting MLLM Reasoning in Interior Design via Weak-to-Strong Task Vector Injection

研究方向