In this paper we prove that the set of metrics conformal to the standard metric on \({\mathbb {S}}^{n}\backslash \{p_{1},\cdots ,p_{l}\}\) is locally compact in \(C^{m,\alpha }\) topology for any \(m>0\) , whenever the metrics have constant \(\sigma _{k}\) curvature and the k-Dilational Pohozaev invariants have positive lower bound for \(k<n/2\) . Here the k-Dilational Pohozaev invariants come from the Kazdan-Warner type identity for the \(\sigma _{k}\) curvature, which is derived by Viaclovsky [50] and Han [28]. When \(k=1\) , Pollack [40] proved the compactness results for the complete metrics of constant positive scalar curvature on \(\mathbb {S}^{n}\backslash \{p_{1},\cdots ,p_{l}\}\) .