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Most mobile visual search (MVS) systems query a large database stored on a server. This paper presents a new architecture for searching a large database directly on a mobile device, which has numerous benefits for networkindependent, low-latency, and privacy-protected image retrieval. A key challenge for on-device MVS is storing a memory-intensive database in the limited RAM of the mobile device. We design and implement a new compact global image signature called the Residual Enhanced Visualdoi:10.1109/acssc.2011.6190128 dblp:conf/acssc/ChenTCTCVGG11 fatcat:dbkyc7nzkrclhgxvqgyqlsq7ja