Attention-aware invertible hashing network with skip connections.

•We propose an invertible hashing network based on CNN for image retrieval.•We introduce spatial attention module to focus on objective information.•Skip connections are adopted to facilitate the learning of hash coding.•Extensive experiments indicate the effectiveness of our methods.