CASIA OpenIR
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A unified framework for multi-modal federated learning 期刊论文
NEUROCOMPUTING, 2022, 卷号: 480, 页码: 110-118
Authors:  Xiong, Baochen;  Yang, Xiaoshan;  Qi, Fan;  Xu, Changsheng
Favorite  |  View/Download:63/0  |  Submit date:2022/06/06
Multi-modal  Federated learning  Co-attention  
Towards a multimodal human activity dataset for healthcare 期刊论文
MULTIMEDIA SYSTEMS, 2022, 页码: 13
Authors:  Hu, Menghao;  Luo, Mingxuan;  Huang, Menghua;  Meng, Wenhua;  Xiong, Baochen;  Yang, Xiaoshan;  Sang, Jitao
Favorite  |  View/Download:59/0  |  Submit date:2022/06/06
Human activity recognition  Multimodal fusion  Wearable devices  Healthcare  
Holographic Feature Learning of Egocentric-Exocentric Videos for Multi-Domain Action Recognition 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2022, 卷号: 24, 页码: 2273-2286
Authors:  Huang, Yi;  Yang, Xiaoshan;  Gao, Junyun;  Xu, Changsheng
Favorite  |  View/Download:42/0  |  Submit date:2022/07/25
Videos  Feature extraction  Visualization  Task analysis  Computational modeling  Target recognition  Prototypes  Egocentric videos  exocentric videos  holographic feature  multi-domain  action recognition  
The Model May Fit You: User-Generalized Cross-Modal Retrieval 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 24, 页码: 2998-3012
Authors:  Ma, Xinhong;  Yang, Xiaoshan;  Gao, Junyu;  Xu, Changsheng
Adobe PDF(6549Kb)  |  Favorite  |  View/Download:56/5  |  Submit date:2022/06/17
cross-modal retrieval  domain generalization  meta-learning  
Health Status Prediction with Local-Global Heterogeneous Behavior Graph 期刊论文
ACM Transactions on Multimedia Computing Communications and Applications, 2021, 卷号: 0, 期号: 0, 页码: 0
Authors:  Ma, Xuan;  Yang, Xiaoshan;  Gao, Junyu;  Xu, Changsheng
Adobe PDF(1170Kb)  |  Favorite  |  View/Download:75/6  |  Submit date:2021/06/16
Health Status Prediction  Graph Neural Networks  Individual Behavior  
Unsupervised Video Summarization via Relation-Aware Assignment Learning 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 23, 页码: 3203-3214
Authors:  Gao, Junyu;  Yang, Xiaoshan;  Zhang, Yingying;  Xu, Changsheng
Adobe PDF(3649Kb)  |  Favorite  |  View/Download:71/3  |  Submit date:2021/11/03
Feature extraction  Training  Optimization  Semantics  Recurrent neural networks  Task analysis  Graph neural network  unsupervised learning  video summarization  
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
Authors:  Wang, Wei;  Gao, Junyu;  Yang, Xiaoshan;  Xu, Changsheng
Favorite  |  View/Download:73/0  |  Submit date:2021/11/02
Feature extraction  Encoding  Task analysis  Semantics  Data models  Cognition  Focusing  Video-text retrieval  graph neural network  coarse-to-fine strategy  
Emotion Knowledge Driven Video Highlight Detection 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 23, 页码: 3999-4013
Authors:  Qi, Fan;  Yang, Xiaoshan;  Xu, Changsheng
Favorite  |  View/Download:46/0  |  Submit date:2021/12/28
Visualization  Training data  Predictive models  Training  Semantics  Emotion recognition  Computational modeling  Deep ranking  knowledge graph  video highlight detection  
Knowledge-driven Egocentric Multimodal Activity Recognition 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2020, 卷号: 16, 期号: 4, 页码: 21
Authors:  Huang, Yi;  Yang, Xiaoshan;  Gao, Junyu;  Sang, Jitao;  Xu, Changsheng
Favorite  |  View/Download:87/0  |  Submit date:2021/03/08
Egocentric videos  wearable sensors  graph neural networks  
Cross-domain personalized image captioning 期刊论文
MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 卷号: 79, 期号: 45-46, 页码: 33333-33348
Authors:  Long, Cuirong;  Yang, Xiaoshan;  Xu, Changsheng
Favorite  |  View/Download:58/0  |  Submit date:2021/03/02
Personalization  Image captioning  Domain adaptation