In this study, by considering nodes mobility, image data is transmitted distributedly to the base station via fuzzy logic based clustering infrastructure. This study is composed of two phases. In the first phase, fuzzy logic based clustering infrastructure is constructed with six input parameters namely, nodes speed, energy, centrality, distance to base station, number of hops and node density. In the second phase, huge amount of image data is distributed among the nodes to compress and send it to the base station. The proposed system is compared with the centralized approach and ICGA for energy consumption, network lifetime and image quality parameters on different mobility models of the sensor nodes.