This work describes a device-free activity detection method using a 2.45 GHz link associated to a short-time Fourier transform algorithm. Detection of human activities are exemplary demonstrated to validate the proposed approach considering several scenarios. The simplicity of hardware/software resources and obtained measurement performance show that the technique is a viable cost-efficient solution to address future needs of human activity sensing in the modern society.