AAAI Publications, Thirty-First AAAI Conference on Artificial Intelligence

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Natural Language Person Retrieval
Tao Zhou, Jie Yu

Last modified: 2017-02-12

Abstract


Following the recent progress in image classification and image captioning using deep learning, we developed a novel person retrieval system using natural language, which to our knowledge is first of its kind. Our system employs a state-of-the-art deep learning based natural language object retrieval framework to detect and retrieve people in images. Quantitative experimental results show significant improvement over state-of-the-art meth- ods for generic object retrieval. This line of research provides great advantages for searching large amounts of video surveil- lance footage and it can also be utilized in other domains, such as human-robot interaction.

Keywords


person retrieval; LSTM; CNN; batch normalization; max pooling

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