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【喜讯】实验室管涛教授的论文被ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY录用

发布日期:2016-07-15    作者:     来源:     点击:

实验室管涛老师的论文"On-Device Mobile Landmark Recognition Using Binarized Descriptor with Multi-Feature Fusion"被ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY录用。该期刊是人工智能领域具有重要影响力的学术期刊,2013年影响因子9.39,在计算机学科人工智能领域中的121种期刊中排名第一。
论文摘要:Along with the exponential growth of high-performance mobile devices, on-device Mobile Landmark Recognition (MLR) has recently attracted ever increasing research attention. However, the latency and accuracy of automatic recognition remains as the bottlenecks against its real-world usage. In this paper, we introduce a novel framework that combines interactive image segmentation with multi-feature fusion to achieve improved MLR with high accuracy. Firstly, we propose an effective vector binarization method to reduce the memory usage of image descriptors extracted on-device, which maintains comparable recognition accuracy to the original descriptors. Secondly, we design a location-aware fusion algorithm, which can fuse multiple visual features into a compact yet discriminative image descriptor to improve on-device efficiency. Thirdly, a user-friendly interaction scheme is developed, which enables interactive foreground/background segmentation to largely improve recognition accuracy. Experimental results demonstrate the effectiveness of the proposed algorithms for on-device MLR applications.
近年来,管涛老师带领的研究小组先后主持了国家自然科学基金、国防预研计划、国家公益性行业科研专项等项目。已经在国内外期刊和会议上发表多篇学术论文,其中学校规定的A类期刊论文10余篇。

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