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ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) - Special Section on Trust Management for Multimedia Big Data and Special Section on Best Papers of ACM Multimedia 2015, Volume 12 Issue 4s, November 2016



Section: Special Section on Trust Management for Multimedia Big Data

Editorial: Trust Management for Multimedia Big Data
Zheng Yan, Jun Liu, Robert H. Deng, Francisco Herrera
Article No.: 57
DOI: 10.1145/2978431

Evaluating the Privacy Risk of User-Shared Images
Ming Cheung, James She
Article No.: 58
DOI: 10.1145/2978568

User-shared images are shared on social media about a user’s life and interests that are widely accessible to others due to their sharing nature. Unlike for online profiles and social graphs, most users are unaware of the privacy risks...

Enhanced User Context-Aware Reputation Measurement of Multimedia Service
Shangguang Wang, Ao Zhou, Wei Lei, Zhiwen Yu, Ching-Hsien Hsu, Fangchun Yang
Article No.: 59
DOI: 10.1145/2978569

Reputation plays an important role for users in choosing or paying for multimedia applications or services. Some efficient multimedia reputation-measurement approaches have been proposed to achieve accurate reputation measurement based on feedback...

Privacy-Preserving Multimedia Big Data Aggregation in Large-Scale Wireless Sensor Networks
Dapeng Wu, Boran Yang, Honggang Wang, Chonggang Wang, Ruyan Wang
Article No.: 60
DOI: 10.1145/2978570

To preserve the privacy of multimedia big data and achieve the efficient data aggregation in wireless multimedia sensor networks (WMSNs), a distributed compressed sensing--based privacy-preserving data aggregation (DCSPDA) approach is proposed in...

Secure Social Multimedia Big Data Sharing Using Scalable JFE in the TSHWT Domain
Conghuan Ye, Hefei Ling, Zenggang Xiong, Fuhao Zou, Cong Liu, Fang Xu
Article No.: 61
DOI: 10.1145/2978571

With the advent of social networks and cloud computing, the amount of multimedia data produced and communicated within social networks is rapidly increasing. In the meantime, social networking platforms based on cloud computing have made...

Image Encryption Based on Compressive Sensing and Scrambled Index for Secure Multimedia Transmission
Yinghua Li, Bin Song, Rong Cao, Yue Zhang, Hao Qin
Article No.: 62
DOI: 10.1145/2903717

With the rapid growth of multimedia message exchange and digital communication, multimedia big data has become a research hotspot in various fields. The storage and transmission of multimedia big data have high requirements for security. Images,...

Robust Hashing Based on Quaternion Zernike Moments for Image Authentication
Junlin Ouyang, Xingzi Wen, Jianxun Liu, Jinjun Chen
Article No.: 63
DOI: 10.1145/2978572

The reliability and security of multimedia contents in transmission, communications, storage, and usage have attracted special attention. Robust image hashing, also referred to as perceptual image hashing, is widely applied in multimedia...

Trustworthy Authentication on Scalable Surveillance Video with Background Model Support
Zhuo Wei, Zheng Yan, Yongdong Wu, Robert Huijie Deng
Article No.: 64
DOI: 10.1145/2978573

H.264/SVC (Scalable Video Coding) codestreams, which consist of a single base layer and multiple enhancement layers, are designed for quality, spatial, and temporal scalabilities. They can be transmitted over networks of different bandwidths and...

SecSIFT: Secure Image SIFT Feature Extraction in Cloud Computing
Zhan Qin, Jingbo Yan, Kui Ren, Chang Wen Chen, Cong Wang
Article No.: 65
DOI: 10.1145/2978574

The image and multimedia data produced by individuals and enterprises is increasing every day. Motivated by the advances in cloud computing, there is a growing need to outsource such computational intensive image feature detection tasks to cloud...

PPHOCFS: Privacy Preserving High-Order CFS Algorithm on the Cloud for Clustering Multimedia Data
Qingchen Zhang, Hua Zhong, Laurence T. Yang, Zhikui Chen, Fanyu Bu
Article No.: 66
DOI: 10.1145/2886779

Clustering is a commonly used technique for multimedia data analysis and management. In this article, we propose a high-order clustering algorithm by fast search and find of density peaks (HOCFS) by extending the traditional clustering scheme by...

Intercrossed Access Controls for Secure Financial Services on Multimedia Big Data in Cloud Systems
Yibin Li, Keke Gai, Zhong Ming, Hui Zhao, Meikang Qiu
Article No.: 67
DOI: 10.1145/2978575

The dramatically growing demand of Cyber Physical and Social Computing (CPSC) has enabled a variety of novel channels to reach services in the financial industry. Combining cloud systems with multimedia big data is a novel approach for...

Section: Special Section on Trust Management for Multimedia Big Data

Generalized Deep Transfer Networks for Knowledge Propagation in Heterogeneous Domains
Jinhui Tang, Xiangbo Shu, Zechao Li, Guo-Jun Qi, Jingdong Wang
Article No.: 68
DOI: 10.1145/2998574

In recent years, deep neural networks have been successfully applied to model visual concepts and have achieved competitive performance on many tasks. Despite their impressive performance, traditional deep networks are subjected to the decayed...

Deep Learning at Scale and at Ease
Wei Wang, Gang Chen, Haibo Chen, Tien Tuan Anh Dinh, Jinyang Gao, Beng Chin Ooi, Kian-Lee Tan, Sheng Wang, Meihui Zhang
Article No.: 69
DOI: 10.1145/2996464

Recently, deep learning techniques have enjoyed success in various multimedia applications, such as image classification and multimodal data analysis. Large deep learning models are developed for learning rich representations of complex data....