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Image splicing is a very common image manipulation technique that is sometimes used for malicious purposes. A splicing detec- tion and localization algorithm usually takes an input image and produces a binary decision indicating whether the…

计算机视觉与模式识别 · 计算机科学 2017-05-30 Yue Wu , Wael AbdAlmageed , Prem Natarajan

We present several new results on the feasibility of inferring the hidden states in strongly-connected trackable weak models. Here, a weak model is a directed graph in which each node is assigned a set of colors which may be emitted when…

机器学习 · 计算机科学 2020-01-22 Mark Chilenski , George Cybenko , Isaac Dekine , Piyush Kumar , Gil Raz

Rapid identification of newly emerging or circulating viruses is an important first step toward managing the public health response to potential outbreaks. A portable virus capture device coupled with label-free Raman Spectroscopy holds the…

The multiple-input multiple-output (MIMO) detection problem is a fundamental problem in modern digital communications. Semidefinite relaxation (SDR) based algorithms are a popular class of approaches to solving the problem because the…

信息论 · 计算机科学 2019-02-19 Ya-Feng Liu , Zi Xu , Cheng Lu

Given the increasing threat of adversarial attacks on deep neural networks (DNNs), research on efficient detection methods is more important than ever. In this work, we take a closer look at adversarial attack detection based on the class…

机器学习 · 计算机科学 2021-07-12 Tobias Uelwer , Felix Michels , Oliver De Candido

In this paper, we propose a novel method for visual object tracking called HMMTxD. The method fuses observations from complementary out-of-the box trackers and a detector by utilizing a hidden Markov model whose latent states correspond to…

计算机视觉与模式识别 · 计算机科学 2016-03-07 Tomas Vojir , Jiri Matas , Jana Noskova

Hidden Markov models (HMMs) and their variants were successfully used for several sequence annotation tasks. Traditionally, inference with HMMs is done using the Viterbi and posterior decoding algorithms. However, recently a variety of…

数据结构与算法 · 计算机科学 2012-10-10 Michal Nánási , Tomáš Vinař , Broňa Brejová

Malware visualization analysis incorporating with Machine Learning (ML) has been proven to be a promising solution for improving security defenses on different platforms. In this work, we propose an integrated framework for addressing…

密码学与安全 · 计算机科学 2024-09-24 Fang Wang , Hussam Al Hamadi , Ernesto Damiani

Effective and efficient mitigation of malware is a long-time endeavor in the information security community. The development of an anti-malware system that can counteract an unknown malware is a prolific activity that may benefit several…

神经与进化计算 · 计算机科学 2019-02-08 Abien Fred Agarap

Identifying viral pathogens and characterizing their transmission is essential to developing effective public health measures in response to a pandemic. Phylogenetics, though currently the most popular tool used to characterize the likely…

定量方法 · 定量生物学 2015-05-28 Anil Raj , Michael Dewar , Gustavo Palacios , Raul Rabadan , Chris H. Wiggins

The microscopic mechanism of photon detection in superconducting nanowire single-photon detectors is still under debate. We present a simple, but powerful theoretical model that allows us to identify essential differences between competing…

超导电性 · 物理学 2013-12-05 Andreas Engel , Andreas Schilling

The hidden Markov model (HMM) is a generative model that treats sequential data under the assumption that each observation is conditioned on the state of a discrete hidden variable that evolves in time as a Markov chain. In this paper, we…

人工智能 · 计算机科学 2011-09-07 Emanuele Coviello , Antoni B. Chan , Gert R. G. Lanckriet

We propose a sparse vector autoregressive (VAR) hidden semi-Markov model (HSMM) for modeling temporal and contemporaneous (e.g. spatial) dependencies in multivariate nonstationary time series. The HSMM's generic state distribution is…

应用统计 · 统计学 2024-04-30 Beniamino Hadj-Amar , Jack Jewson , Marina Vannucci

We propose a novel method to detect and visualize malware through image classification. The executable binaries are represented as grayscale images obtained from the count of N-grams (N=2) of bytes in the Discrete Cosine Transform (DCT)…

Program obfuscation is increasingly popular among malware creators. Objectively comparing different malware detection approaches with respect to their resilience against obfuscation is challenging. To the best of our knowledge, there is no…

密码学与安全 · 计算机科学 2015-02-16 Sebastian Banescu , Tobias Wüchner , Marius Guggenmos , Martín Ochoa , Alexander Pretschner

Perimeter-based detection is no longer sufficient for mitigating the threat posed by malicious software. This is evident as antivirus (AV) products are replaced by endpoint detection and response (EDR) products, the latter allowing…

密码学与安全 · 计算机科学 2022-01-13 Matilda Rhode , Pete Burnap , Adam Wedgbury

We consider a Spatial Markov Chain model for the spread of viruses. The model is based on the principle to represent a graph connecting nodes, which represent humans. The vertices between the nodes represent relations between humans. In…

种群与进化 · 定量生物学 2020-04-14 Fred Vermolen

Mirror detection aims to identify the mirror regions in the given input image. Existing works mainly focus on integrating the semantic features and structural features to mine specific relations between mirror and non-mirror regions, or…

计算机视觉与模式识别 · 计算机科学 2022-09-07 Tianyu Huang , Bowen Dong , Jiaying Lin , Xiaohui Liu , Rynson W. H. Lau , Wangmeng Zuo

Identifying the unknown convolutional code corresponding to the given intercepted data is an important problem in military surveillance and in wireless communication. While a variety of code identification algorithms are available in the…

信息论 · 计算机科学 2025-07-01 Harshvardhan Pandey , Pragya Khanna , Arti Yardi

Given a set of aligned sequences of independent noisy observations, we are concerned with detecting intervals where the mean values of the observations change simultaneously in a subset of the sequences. The intervals of changed means are…

应用统计 · 统计学 2011-08-17 David Siegmund , Benjamin Yakir , Nancy R. Zhang