Abstract According to the Wall Street Journal, one billion surveillance cameras will be deployed around world by 2021. This amount of information can hardly managed humans. Using a Inflated 3D ConvNet as backbone, this paper introduces novel automatic violence detection approach that outperforms state-of-the-art existing proposals. Most those proposals consider pre-processing step only focus on...

The most recent approaches for clustering single-cell RNA-sequencing data rely on deep auto-encoders. However, three major challenges remain unaddressed. First, current models overlook the impact of cumulative errors induced by pseudo-supervised embedding task (Feature Randomness). Second, existing methods neglect effect strong competition between and reconstruction Drift). Third, previous regu...

a signed graph (marked graph) is an ordered pair $s=(g,sigma)$$(s=(g,mu))$, where $g=(v,e)$ is a graph called the underlyinggraph of $s$ and $sigma:erightarrow{+,-}$$(mu:vrightarrow{+,-})$ is a function. for a graph $g$, $v(g),e(g)$ and $c(g)$ denote its vertex set, edge set and cut-vertexset, respectively. the lict graph $l_{c}(g)$ of a graph $g=(v,e)$is defined as the graph having vertex set ...