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Visual attention is a mechanism closely intertwined with vision and memory. Top-down information influences visual processing through attention. We designed a neural network model inspired by aspects of human visual attention. This model…

计算机视觉与模式识别 · 计算机科学 2025-06-09 Ruoyang Hu , Robert A. Jacobs

The visual focus of attention (VFOA) has been recognized as a prominent conversational cue. We are interested in estimating and tracking the VFOAs associated with multi-party social interactions. We note that in this type of situations the…

计算机视觉与模式识别 · 计算机科学 2018-12-21 Benoît Massé , Silèye Ba , Radu Horaud

Scenes are complex, yet structured collections of parts, including objects and surfaces, that exhibit spatial and semantic relations to one another. An effective visual system therefore needs unified scene representations that relate scene…

神经元与认知 · 定量生物学 2025-11-18 Sushrut Thorat , Adrien Doerig , Alexander Kroner , Carmen Amme , Tim C. Kietzmann

We discuss an attentional model for simultaneous object tracking and recognition that is driven by gaze data. Motivated by theories of perception, the model consists of two interacting pathways: identity and control, intended to mirror the…

人工智能 · 计算机科学 2011-09-20 Misha Denil , Loris Bazzani , Hugo Larochelle , Nando de Freitas

When searching for a target within an image our brain can adopt different strategies, but which one does it choose? This question can be answered by tracking the motion of the eye while it executes the task. Following many individuals…

神经元与认知 · 定量生物学 2017-09-04 Tatiana A. Amor , Mirko Lukovic , Hans J. Herrmann , Jose S. Andrade

We present a method to accelerate global illumination computation in dynamic environments by taking advantage of limitations of the human visual system. A model of visual attention is used to locate regions of interest in a scene and to…

图形学 · 计算机科学 2007-05-23 Yang Li Hector Yee

By borrowing the wisdom of human in gaze following, we propose a two-stage solution for gaze point prediction of the target persons in a scene. Specifically, in the first stage, both head image and its position are fed into a gaze direction…

计算机视觉与模式识别 · 计算机科学 2019-07-05 Dongze Lian , Zehao Yu , Shenghua Gao

The attention mechanisms in deep neural networks are inspired by human's attention that sequentially focuses on the most relevant parts of the information over time to generate prediction output. The attention parameters in those models are…

计算机视觉与模式识别 · 计算机科学 2017-07-20 Youngjae Yu , Jongwook Choi , Yeonhwa Kim , Kyung Yoo , Sang-Hun Lee , Gunhee Kim

Active visual exploration aims to assist an agent with a limited field of view to understand its environment based on partial observations made by choosing the best viewing directions in the scene. Recent methods have tried to address this…

计算机视觉与模式识别 · 计算机科学 2021-08-27 Soroush Seifi , Abhishek Jha , Tinne Tuytelaars

We present a model for predicting visual attention during the free viewing of graphic design documents. While existing works on this topic have aimed at predicting static saliency of graphic designs, our work is the first attempt to predict…

计算机视觉与模式识别 · 计算机科学 2024-07-03 Souradeep Chakraborty , Zijun Wei , Conor Kelton , Seoyoung Ahn , Aruna Balasubramanian , Gregory J. Zelinsky , Dimitris Samaras

Active perception and foveal vision are the foundations of the human visual system. While foveal vision reduces the amount of information to process during a gaze fixation, active perception will change the gaze direction to the most…

计算机视觉与模式识别 · 计算机科学 2022-08-25 Alexandre M. F. Dias , Luís Simões , Plinio Moreno , Alexandre Bernardino

Visual perception is the most critical input for driving decisions. In this study, our aim is to understand relationship between saliency and driving decisions. We present a novel attention-based saliency map prediction model for making…

计算机视觉与模式识别 · 计算机科学 2020-02-26 Ekrem Aksoy , Ahmet Yazıcı , Mahmut Kasap

Previous studies suggested that lateral interactions of V1 cells are responsible, among other visual effects, of bottom-up visual attention (alternatively named visual salience or saliency). Our objective is to mimic these connections with…

神经元与认知 · 定量生物学 2019-11-19 David Berga , Xavier Otazu

Saccades are extremely rapid movements of both eyes that occur simultaneously, typically observed when an individual shifts their focus from one object to another. These movements are among the swiftest produced by humans and possess the…

计算机视觉与模式识别 · 计算机科学 2024-10-08 Khadija Iddrisu , Waseem Shariff , Suzanne Little

Human planning is efficient--it frugally deploys limited cognitive resources to accomplish difficult tasks--and flexible--adapting to novel problems and environments. Computational approaches suggest that people construct simplified mental…

神经元与认知 · 定量生物学 2026-04-27 Jason da Silva Castanheira , Nicholas Shea , Stephen M. Fleming

We propose a novel attention model that can accurately attends to target objects of various scales and shapes in images. The model is trained to gradually suppress irrelevant regions in an input image via a progressive attentive process…

计算机视觉与模式识别 · 计算机科学 2018-08-08 Paul Hongsuck Seo , Zhe Lin , Scott Cohen , Xiaohui Shen , Bohyung Han

Predicting gaze behavior in virtual reality environments remains a significant challenge with implications for rendering optimization and interface design. This paper introduces a multimodal approach to VR gaze prediction that combines…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Farhaan Ebadulla , Chiraag Mudlpaur , Shreya Chaurasia , Gaurav BV

Humans are remarkably adept at interpreting the gaze direction of other individuals in their surroundings. This skill is at the core of the ability to engage in joint visual attention, which is essential for establishing social…

神经元与认知 · 定量生物学 2016-11-30 Daniel Harari , Tao Gao , Nancy Kanwisher , Joshua Tenenbaum , Shimon Ullman

The word-based account of saccades drawn by a central gravity of the PVL is supported by two pillars of evidences. The first is the finding of the initial fixation location on a word resembled a normal distribution (Rayner, 1979). The other…

神经元与认知 · 定量生物学 2015-03-19 Yanping Liu , Huan Wei

Eye-tracking has potential to provide rich behavioral data about human cognition in ecologically valid environments. However, analyzing this rich data is often challenging. Most automated analyses are specific to simplistic artificial…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Karan Uppal , Jaeah Kim , Shashank Singh