Search Results for author: Meng Shen

Found 9 papers, 4 papers with code

Empowering Computing and Networks Convergence System with Distributed Cooperative Routing

no code implementations4 Feb 2024 Yujiao Hu, Qingmin Jia, Meng Shen, Renchao Xie, Tao Huang, F. Richard Yu

The cross-plane cooperative end-to-end routing schemes consider both computation efficiency of heterogeneous servers and the network congestion degrees while making routing plan, thereby determining where to execute requests and corresponding routing paths.

Management Scheduling

MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation

1 code implementation13 Dec 2023 Yanzuo Lu, Meng Shen, Andy J Ma, Xiaohua Xie, Jian-Huang Lai

Universal domain adaptation (UniDA) is a practical but challenging problem, in which information about the relation between the source and the target domains is not given for knowledge transfer.

Transfer Learning Universal Domain Adaptation

Artificial Intelligence for Web 3.0: A Comprehensive Survey

no code implementations17 Aug 2023 Meng Shen, Zhehui Tan, Dusit Niyato, Yuzhi Liu, Jiawen Kang, Zehui Xiong, Liehuang Zhu, Wei Wang, Xuemin, Shen

Then, we thoroughly analyze the current state of AI technology applications in the four layers of Web 3. 0 and offer some insights into its potential future development direction.

Management

Towards Balanced Active Learning for Multimodal Classification

1 code implementation14 Jun 2023 Meng Shen, Yizheng Huang, Jianxiong Yin, Heqing Zou, Deepu Rajan, Simon See

Our studies demonstrate that the proposed method achieves more balanced multimodal learning by avoiding greedy sample selection from the dominant modality.

Active Learning Classification +1

UniS-MMC: Multimodal Classification via Unimodality-supervised Multimodal Contrastive Learning

1 code implementation16 May 2023 Heqing Zou, Meng Shen, Chen Chen, Yuchen Hu, Deepu Rajan, Eng Siong Chng

Multimodal learning aims to imitate human beings to acquire complementary information from multiple modalities for various downstream tasks.

Contrastive Learning Image-text Classification +2

Realtime Robust Malicious Traffic Detection via Frequency Domain Analysis

1 code implementation28 Jun 2021 Chuanpu Fu, Qi Li, Meng Shen, Ke Xu

To this end, we propose Whisper, a realtime ML based malicious traffic detection system that achieves both high accuracy and high throughput by utilizing frequency domain features.

A Serverless Cloud-Fog Platform for DNN-Based Video Analytics with Incremental Learning

no code implementations5 Feb 2021 Huaizheng Zhang, Meng Shen, Yizheng Huang, Yonggang Wen, Yong Luo, Guanyu Gao, Kyle Guan

To save bandwidth and reduce RTT, VPaaS provides a new video streaming protocol that only sends low-quality video to the cloud.

Incremental Learning Management

Robust Attacks on Deep Learning Face Recognition in the Physical World

no code implementations27 Nov 2020 Meng Shen, Hao Yu, Liehuang Zhu, Ke Xu, Qi Li, Xiaojiang Du

Deep neural networks (DNNs) have been increasingly used in face recognition (FR) systems.

Face Recognition

IriTrack: Liveness Detection Using Irises Tracking for Preventing Face Spoofing Attacks

no code implementations8 Oct 2018 Meng Shen, Zelin Liao, Liehuang Zhu, Rashid Mijumbi, Xiaojiang Du, Jiankun Hu

Face liveness detection has become a widely used technique with a growing importance in various authentication scenarios to withstand spoofing attacks.

Cryptography and Security

Cannot find the paper you are looking for? You can Submit a new open access paper.