Search Results for author: Houbing Song

Found 20 papers, 6 papers with code

GraphDAC: A Graph-Analytic Approach to Dynamic Airspace Configuration

1 code implementation29 Jul 2023 Ke Feng, Dahai Liu, Yongxin Liu, Hong Liu, Houbing Song

The current National Airspace System (NAS) is reaching capacity due to increased air traffic, and is based on outdated pre-tactical planning.


Multi-Scale U-Shape MLP for Hyperspectral Image Classification

no code implementations5 Jul 2023 Moule Lin, WeiPeng Jing, Donglin Di, Guangsheng Chen, Houbing Song

Hyperspectral images have significant applications in various domains, since they register numerous semantic and spatial information in the spectral band with spatial variability of spectral signatures.

Classification Decoder +1

Exploring Adversarial Attacks on Neural Networks: An Explainable Approach

1 code implementation8 Mar 2023 Justus Renkhoff, Wenkai Tan, Alvaro Velasquez, illiam Yichen Wang, Yongxin Liu, Jian Wang, Shuteng Niu, Lejla Begic Fazlic, Guido Dartmann, Houbing Song

Finally, we demonstrate that the layers $Block4\_conv1$ and $Block5\_cov1$ of the VGG-16 model are more susceptible to adversarial attacks.

Autonomous Driving

Communication and Control in Collaborative UAVs: Recent Advances and Future Trends

no code implementations23 Feb 2023 Shumaila Javaid, Nasir Saeed, Zakria Qadir, Hamza Fahim, Bin He, Houbing Song, Muhammad Bilal

The recent progress in unmanned aerial vehicles (UAV) technology has significantly advanced UAV-based applications for military, civil, and commercial domains.

Decision Making

Federated Variational Learning for Anomaly Detection in Multivariate Time Series

no code implementations18 Aug 2021 Kai Zhang, Yushan Jiang, Lee Seversky, Chengtao Xu, Dahai Liu, Houbing Song

Anomaly detection has been a challenging task given high-dimensional multivariate time series data generated by networked sensors and actuators in Cyber-Physical Systems (CPS).

Anomaly Detection Representation Learning +2

Learning to Detect: A Data-driven Approach for Network Intrusion Detection

no code implementations18 Aug 2021 Zachary Tauscher, Yushan Jiang, Kai Zhang, Jian Wang, Houbing Song

With massive data being generated daily and the ever-increasing interconnectivity of the world's Internet infrastructures, a machine learning based intrusion detection system (IDS) has become a vital component to protect our economic and national security.

Network Intrusion Detection Representation Learning

Class-Incremental Learning for Wireless Device Identification in IoT

1 code implementation8 May 2021 Yongxin Liu, Jian Wang, Jianqiang Li, Shuteng Niu, Houbing Song

The proposed framework has the potential to be applied to accurate identification of IoT devices in a variety of IoT applications and services.

Class Incremental Learning Incremental Learning

Spatio-Temporal Data Mining for Aviation Delay Prediction

no code implementations20 Mar 2021 Kai Zhang, Yushan Jiang, Dahai Liu, Houbing Song

A key role of collaborative decision making for air traffic scheduling and airspace resource management is the accurate prediction of flight delay.

Decision Making Management +1

Machine Learning for the Detection and Identification of Internet of Things (IoT) Devices: A Survey

no code implementations25 Jan 2021 Yongxin Liu, Jian Wang, Jianqiang Li, Shuteng Niu, Houbing Song

In this paper, we provide a comprehensive survey on machine learning technologies for the identification of IoT devices along with the detection of compromised or falsified ones from the viewpoint of passive surveillance agents or network operators.

Anomaly Detection BIG-bench Machine Learning +2

Distant Domain Transfer Learning for Medical Imaging

no code implementations10 Dec 2020 Shuteng Niu, Meryl Liu, Yongxin Liu, Jian Wang, Houbing Song

In this paper, we propose a distant domain transfer learning (DDTL) method for medical image classification.

Computed Tomography (CT) COVID-19 Diagnosis +5

Counter-Unmanned Aircraft System(s) (C-UAS): State of the Art, Challenges and Future Trends

no code implementations28 Aug 2020 Jian Wang, Yongxin Liu, Houbing Song

A Counter-UAS (C-UAS) system is defined as a system or device capable of lawfully and safely disabling, disrupting, or seizing control of an unmanned aircraft or unmanned aircraft system.

Zero-Bias Deep Learning for Accurate Identification of Internet of Things (IoT) Devices

1 code implementation27 Aug 2020 Yongxin Liu, Jian Wang, Jianqiang Li, Houbing Song, Thomas Yang, Shuteng Niu, Zhong Ming

In this paper, we propose an enhanced deep learning framework for IoT device identification using physical layer signals.

SAN: Scale-Aware Network for Semantic Segmentation of High-Resolution Aerial Images

no code implementations6 Jul 2019 Jingbo Lin, WeiPeng Jing, Houbing Song

As a result, the network with the proposed module named scale-aware network (SANet) has a stronger ability to distinguish the ground objects with inconsistent scale.

Semantic Segmentation Vocal Bursts Intensity Prediction

ESFNet: Efficient Network for Building Extraction from High-Resolution Aerial Images

1 code implementation29 Mar 2019 Jingbo Lin, Wei-Peng Jing, Houbing Song, Guang-Sheng Chen

In recent years, deep neural networks have made great achievement in improving accuracy of building extraction from remote sensing imagery.

Management Vocal Bursts Intensity Prediction

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