Improving the search accuracy of the VLAD through weighted aggregation of local descriptors.

•We provide a novel compact image descriptor, which extends the VLAD.•Relative importance of local descriptors is considered.•Saliency analysis is performed to measure the importance of local descriptors.•Calibration of saliency value may fine-tune the weights of local descriptors.•Noisy background effects can be suppressed successfully.