Distributed privacy-preserving nested compressed sensing for multiclass data collection with identity authentication

•We are aimed at compressing and collecting multiclass data in fog-assisted IOT.•Our scheme provides identity authentication services for the VIP users.•Nested CS is a novel design for sampling multiclass data.•The reconstruction task transformation ensures the data security in the cloud.•We extend it to the image and prove its potential for multimedia data collection.