Private photo recommendation system for in-person conversation

Toki Takeda, Taketoshi Ushiama
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Abstract

Mobile devices equipped with cameras, such as smartphones, have become extremely popular in recent years, and have motivated users to capture an increasing number of digital photos in their daily lives. Users often invoke these photos during in-person interactions or conversations with others. In the context of a conversation between two people related to or involving reference to a photo, one of them might be inclined to show the photograph on his/her smartphone. However, it is difficult for users to search for a photo that they want to reference in the brief period during a conversation for which it might be relevant. Hence, in this study, we propose a system that shows users the photos relevant to the topic that they want to discuss in a given conversation according to their preferences. In the method of ranking photos used in our system, the index of the adequacy of a photo in the context of a conversation is defined as the degree of similarity to the photo that is used in the current conversation. Photos on each user's device are sorted by their degree of similarity with a given photo. We show that there is a strong relationship between our proposed ranking and those based on subjective assessment tasks, and confirmed the effectiveness of our system through experiments involving seven subjects.
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私人照片推荐系统,用于面对面的交谈
配有摄像头的移动设备,如智能手机,近年来变得非常流行,并促使用户在日常生活中拍摄越来越多的数码照片。用户经常在面对面的互动或与他人的对话中调用这些照片。在两个人之间与照片相关或涉及到照片的对话中,其中一人可能倾向于在他/她的智能手机上显示照片。然而,用户很难在短暂的对话中搜索到他们想要参考的照片,而这张照片可能与对话相关。因此,在本研究中,我们提出了一个系统,根据用户的偏好,在给定的对话中向用户显示与他们想要讨论的主题相关的照片。在我们系统中使用的照片排名方法中,照片在对话上下文中的充分性指数被定义为与当前对话中使用的照片的相似程度。每个用户设备上的照片会根据与给定照片的相似程度进行排序。我们证明了我们提出的排名与基于主观评估任务的排名之间存在很强的关系,并通过涉及七个受试者的实验证实了我们系统的有效性。
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