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Learning Coarse-to-Fine Graph Neural Networks for Video-Text Retrieval 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 23, 页码: 2386-2397
作者:  Wang, Wei;  Gao, Junyu;  Yang, Xiaoshan;  Xu, Changsheng
Adobe PDF(2165Kb)  |  收藏  |  浏览/下载：343/46  |  提交时间：2021/11/02
Feature extraction  Encoding  Task analysis  Semantics  Data models  Cognition  Focusing  Video-text retrieval  graph neural network  coarse-to-fine strategy  
Multi-Level Correlation Adversarial Hashing for Cross-Modal Retrieval 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2020, 卷号: 22, 期号: 12, 页码: 3101-3114
作者:  Ma, Xinhong;  Zhang, Tianzhu;  Xu, Changsheng
Adobe PDF(4322Kb)  |  收藏  |  浏览/下载：325/62  |  提交时间：2021/03/01
Semantics  Correlation  Aircraft propulsion  Deep learning  Bridges  Aircraft  Task analysis  Cross-modal retrieval  adversarial hashing  multi-level correlation  
Deep Multi-Modality Adversarial Networks for Unsupervised Domain Adaptation 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2019, 卷号: 21, 期号: 9, 页码: 2419-2431
作者:  Ma, Xinhong;  Zhang, Tianzhu;  Xu, Changsheng
Adobe PDF(2142Kb)  |  收藏  |  浏览/下载：362/46  |  提交时间：2019/12/16
Unsupervised domain adaptation  triplet loss  stacked attention  multi-modality  social event recognition  
Online Multimodal Multiexpert Learning for Social Event Tracking 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 卷号: 20, 期号: 10, 页码: 2733-2748
作者:  Shengsheng Qian;  Tianzhu Zhang;  Changsheng Xu
浏览  |  Adobe PDF(4742Kb)  |  收藏  |  浏览/下载：338/97  |  提交时间：2019/09/25
Social Event Tracking  Topic Model  Social Media  Topic Evolution  Multimodality  
Weakly Semantic Guided Action Recognition 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2019, 卷号: 21, 期号: 10, 页码: 2504-2517
作者:  Yu, Tingzhao;  Wang, Lingfeng;  Da, Cheng;  Gu, Huxiang;  Xiang, Shiming;  Pan, Chunhong
浏览  |  Adobe PDF(18774Kb)  |  收藏  |  浏览/下载：451/114  |  提交时间：2019/05/15
Semantic guided module  action recognition  cross domain  3D convolution  attention model  
Text2Video: An End-to-end Learning Framework for Expressing Text With Videos 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 卷号: 20, 期号: 9, 页码: 2360-2370
作者:  Yang, Xiaoshan;  Zhang, Tianzhu;  Xu, Changsheng
浏览  |  Adobe PDF(2281Kb)  |  收藏  |  浏览/下载：533/146  |  提交时间：2018/02/07
Multimedia Storytelling  Video Analysis  Deep Learning  
Cross-Domain Collaborative Learning via Discriminative Non-parametric Bayesian Mode 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 卷号: 20, 期号: 8, 页码: 2086-2099
作者:  Shengsheng Qian;  Tianzhu Zhang;  Changsheng Xu
浏览  |  Adobe PDF(1305Kb)  |  收藏  |  浏览/下载：416/119  |  提交时间：2018/02/07
Social Media  discriminative non-parametric Bayesian model  multi-modality  
Cross-Modal Hashing via Rank-Order Preserving 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2017, 卷号: 19, 期号: 3, 页码: 571-585
作者:  Kun Ding;  Bin Fan;  Chunlei Huo;  Shiming Xiang;  Chunhong Pan;  Huo CL(霍春雷)
Adobe PDF(1451Kb)  |  收藏  |  浏览/下载：846/331  |  提交时间：2016/10/24
Cross-modal Similarity Search  Cross-modal Hashing (Cmh)  Rank-order Preserving  
Multi-Modal Event Topic Model for Social Event Analysis 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2016, 卷号: 18, 期号: 2, 页码: 233-246
作者:  Shengsheng Qian;  Tianzhu Zhang;  Changsheng Xu;  Jie Shao
浏览  |  Adobe PDF(3335Kb)  |  收藏  |  浏览/下载：652/252  |  提交时间：2016/03/19
Event Evolution  Multi-modality  Social Event Tracking  Social Media  Topic Model  
Multi-Perspective Cost-Sensitive Context-Aware Multi-Instance Sparse Coding and Its Application to Sensitive Video Recognition 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2016, 卷号: 18, 期号: 1, 页码: 76-89
作者:  Hu, Weiming;  Ding, Xinmiao;  Li, Bing;  Wang, Jianchao;  Gao, Yan;  Wang, Fangshi;  Maybank, Stephen
Adobe PDF(2469Kb)  |  收藏  |  浏览/下载：430/98  |  提交时间：2016/03/19
Cost-sensitive Context-aware Multi-instance Sparse Coding (Mi-sc)  Horror Video Recognition  Multi-perspective Multi-instance Joint Sparse Coding (Mi-j-sc)  Video Emotional Feature Extraction  Violent Video Recognition