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Recovering Generalization via Pre-training-like Knowledge Distillation for Out-of-Distribution Visual Question Answering 期刊论文
IEEE Transactions on Multimedia, 2023, 页码: 1-15
作者:  Song, Yaguang;  Yang, Xiaoshan;  Wang, Yaowei;  Xu, Changsheng
Adobe PDF(2397Kb)  |  收藏  |  浏览/下载：191/48  |  提交时间：2023/06/12
Multi-modal Foundation Model  Out-of-Distribution Generalization  Visual Question Answering  Knowledge Distillation  
Margin-Based Adversarial Joint Alignment Domain Adaptation 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2022, 卷号: 32, 期号: 4, 页码: 2057-2067
作者:  Zuo, Yukun;  Yao, Hantao;  Zhuang, Liansheng;  Xu, Changsheng
收藏  |  浏览/下载：294/0  |  提交时间：2022/06/10
Feature extraction  Adaptation models  Image reconstruction  Generative adversarial networks  Semisupervised learning  Data models  Training  Domain adaptation  joint alignment module  margin-based generative module  
Unsupervised Video Summarization via Relation-Aware Assignment Learning 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 23, 页码: 3203-3214
作者:  Gao, Junyu;  Yang, Xiaoshan;  Zhang, Yingying;  Xu, Changsheng
Adobe PDF(3649Kb)  |  收藏  |  浏览/下载：336/65  |  提交时间：2021/11/03
Feature extraction  Training  Optimization  Semantics  Recurrent neural networks  Task analysis  Graph neural network  unsupervised learning  video summarization  
Dynamic Graph Learning Convolutional Networks for Semi-supervised Classification 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2021, 卷号: 17, 期号: 1, 页码: 13
作者:  Fu, Sichao;  Liu, Weifeng;  Guan, Weili;  Zhou, Yicong;  Tao, Dapeng;  Xu, Changsheng
收藏  |  浏览/下载：193/0  |  提交时间：2021/06/15
Graph representation learning  graph convolutional networks  semisupervised classification  
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：367/46  |  提交时间：2019/12/16
Unsupervised domain adaptation  triplet loss  stacked attention  multi-modality  social event recognition  
A new discriminative coding method for image classification 期刊论文
MULTIMEDIA SYSTEMS, 2015, 卷号: 21, 期号: 2, 页码: 133-145
作者:  Yang, Xiaoshan;  Zhang, Tianzhu;  Xu, Changsheng;  Xu CS(徐常胜)
浏览  |  Adobe PDF(4438Kb)  |  收藏  |  浏览/下载：359/81  |  提交时间：2015/09/21
Bag-of-words  Feature Coding  Discriminative  Image Classification  
Boosted Multifeature Learning for Cross-Domain Transfer 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2015, 卷号: 11, 期号: 3, 页码: 35:1-18
作者:  Yang, Xiaoshan;  Zhang, Tianzhu;  Xu, Changsheng;  Yang, Ming-Hsuan;  Xu CS(徐常胜)
Adobe PDF(1139Kb)  |  收藏  |  浏览/下载：371/105  |  提交时间：2015/09/18
Algorithms  Experimentation  Performance  Domain Adaptation  Multifeature  Boosting  Denoising Auto-encoder  
Globality and locality incorporation in distance metric learning 期刊论文
NEUROCOMPUTING, 2014, 卷号: 129, 期号: 1, 页码: 185-198
作者:  Wang, Wei;  Hu, Bao-Gang;  Wang, Zeng-Fu
Adobe PDF(5033Kb)  |  收藏  |  浏览/下载：280/91  |  提交时间：2015/08/12
Mahalanobis Distance  Metric Learning  Convex Optimization  Classification  
What Are the Differences Between Bayesian Classifiers and Mutual-Information Classifiers? 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2014, 卷号: 25, 期号: 2, 页码: 249-264
作者:  Hu, Bao-Gang
Adobe PDF(1314Kb)  |  收藏  |  浏览/下载：222/27  |  提交时间：2015/08/12
Abstaining Classifier  Bayes  Cost-sensitive Learning  Entropy  Error Types  Mutual Information  Reject Types  
Browse by Chunks: Topic Mining and Organizing on Web-Scale Social Media 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2011, 卷号: 7, 期号: 1
作者:  Sang, Jitao;  Xu, Changsheng
Adobe PDF(11604Kb)  |  收藏  |  浏览/下载：228/45  |  提交时间：2015/08/12
Algorithms  Design  Experimentation  Performance  Hierarchical Topic Model  Search Result Clustering  Semisupervised Learning  Social Media  Topic Mining  Video Retrieval