Advances in Multimedia

Learning-Based Multimedia Analyses and Applications


Status
Published

Lead Editor

1Nanjing University of Science and Technology, Nanjing, China

2Carnegie Mellon University, Pittsburgh, USA

3Nanyang Technological University, Singapore


Learning-Based Multimedia Analyses and Applications

Description

The methodologies on multimedia analysis usually combine different sources of information such as text, audio, and images to solve a variety of practical tasks related to advertisement, education, art, and so on. In recent years, machine learning has gained much popularity and has been intensively applied to deal with various multimedia problems. However, massive problems still remain unsolved on both algorithm design and multimedia applications.

This special issue is devoted to the publication of high quality papers on technical developments and practical applications around learning-based multimedia analyses and applications. The works on new algorithms, theories, and related applications are encouraged, and the literature reviews/surveys are also welcomed. This special issue will provide a stage for recent advances in the fields of multimedia representation, modeling, analysis, mining, retrieval, and so on.

Potential topics include but are not limited to the following:

  • Novel deep neural networks for multimodal/multiview data analysis
  • Sparse representation and coding for information integration and organization
  • Manifold learning, subspace learning, and dimensionality reduction for social image analysis
  • Optimization in multimedia computing
  • Multimedia applications such as recommendation, retrieval, and social network
  • Video/audio representation and analysis

Articles

  • Special Issue
  • - Volume 2018
  • - Article ID 2705839
  • - Editorial

Learning-Based Multimedia Analyses and Applications

Chen Gong | Zechao Li | ... | Yong Luo
  • Special Issue
  • - Volume 2018
  • - Article ID 9106836
  • - Research Article

Study on the Detection of Dairy Cows’ Self-Protective Behaviors Based on Vision Analysis

Jia Li | Pei Wu | ... | Chuanzhong Xuan
  • Special Issue
  • - Volume 2018
  • - Article ID 3748141
  • - Research Article

Research on Objective Evaluation of Recording Audio Restoration Based on Deep Learning Network

Cong Jin | Wei Zhao | Hongliang Wang
  • Special Issue
  • - Volume 2018
  • - Article ID 2087574
  • - Research Article

Anomaly Detection in Moving Crowds through Spatiotemporal Autoencoding and Additional Attention

Biao Yang | Jinmeng Cao | ... | Ling Zou
  • Special Issue
  • - Volume 2018
  • - Article ID 8786308
  • - Research Article

Mobile Phone-Based Audio Announcement Detection and Recognition for People with Hearing Impairment

Yong Ruan | Yueliang Qian | Xiangdong Wang
  • Special Issue
  • - Volume 2018
  • - Article ID 6153607
  • - Research Article

Combining Convolutional Neural Network and Markov Random Field for Semantic Image Retrieval

Haijiao Xu | Changqin Huang | ... | Muxiong Huang
  • Special Issue
  • - Volume 2018
  • - Article ID 5158164
  • - Research Article

Beijing Opera Synthesis Based on Straight Algorithm and Deep Learning

XueTing Wang | Cong Jin | Wei Zhao
  • Special Issue
  • - Volume 2018
  • - Article ID 3586191
  • - Research Article

Co-Metric Learning for Person Re-Identification

Qingming Leng
  • Special Issue
  • - Volume 2018
  • - Article ID 1083876
  • - Research Article

A Multiobjective Piglet Image Segmentation Method Based on an Improved Noninteractive GrabCut Algorithm

Feilong Kang | Chunguang Wang | ... | Zheying Zong
Advances in Multimedia
 Journal metrics
Acceptance rate-
Submission to final decision84 days
Acceptance to publication19 days
CiteScore0.770
Impact Factor-
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