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Simulating Human Visual System Based on Vision Transformer
Qiu, Mengyu1; Guo, Yi2; Zhang, Mingguang1; Zhang, Jingwei1; Lan, Tian1; Liu, Zhilin1
2023
会议名称11th ACM Symposium on Spatial User Interaction (SUI)
会议录名称ACM SYMPOSIUM ON SPATIAL USER INTERACTION, SUI 2023
会议日期2023-10-13
会议地点Sydney, AUSTRALIA
出版者ASSOC COMPUTING MACHINERY
产权排序2
摘要

The human visual system (HVS) is capable of responding in real-time to complex visual environments. During the process of freely observing visual scenes, predicting eye movements and visual fixations is a task known as scanpath prediction, which aims to simulate the HVS. In this paper, we propose a visual transformer-based model to study the attentional processes of the human visual system in analyzing visual scenes, thereby achieving scanpath prediction. This technology has important applications in human-computer interaction, virtual reality, augmented reality, and other fields. We have significantly simplified the workflow of scanpath prediction and the overall model architecture, achieving performance superior to existing methods.

关键词Visual scanpath prediction fixation duration prediction saccade Sequences visual attention scene analysis
作者部门光谱成像技术研究室
DOI10.1145/3607822.3616408
收录类别CPCI
ISBN号979-8-4007-0281-5
语种英语
WOS记录号WOS:001138802600058
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/97182
专题光谱成像技术研究室
通讯作者Zhang, Mingguang
作者单位1.Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing, Peoples R China
2.Chinese Acad Sci Xian, Xian Inst Opt & Precis Mech, Xian, Peoples R China
推荐引用方式
GB/T 7714
Qiu, Mengyu,Guo, Yi,Zhang, Mingguang,et al. Simulating Human Visual System Based on Vision Transformer[C]:ASSOC COMPUTING MACHINERY,2023.
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