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Of later years, numerous bottom-up attention models have been proposed on different assumptions. However, the produced saliency maps may be different from each other even from the same input image. We also observe that human fixation map…

计算机视觉与模式识别 · 计算机科学 2018-11-08 Jian Li

Real-world scene perception is typically studied in the laboratory using static picture viewing with restrained head position. Consequently, the transfer of results obtained in this paradigm to real-word scenarios has been questioned. The…

神经元与认知 · 定量生物学 2019-12-16 Daniel Backhaus , Ralf Engbert , Lars Oliver Martin Rothkegel , Hans Arne Trukenbrod

What happens if one pushes a cup sitting on a table toward the edge of the table? How about pushing a desk against a wall? In this paper, we study the problem of understanding the movements of objects as a result of applying external forces…

计算机视觉与模式识别 · 计算机科学 2016-03-18 Roozbeh Mottaghi , Mohammad Rastegari , Abhinav Gupta , Ali Farhadi

Generalization of deep-learning-based (DL) computer vision algorithms to various image perturbations is hard to establish and remains an active area of research. The majority of past analyses focused on the images already captured, whereas…

计算机视觉与模式识别 · 计算机科学 2025-05-22 Iuliia Kotseruba , John K. Tsotsos

Eye movements are crucial in understanding complex scenes. By predicting where humans look in natural scenes, we can understand how they percieve scenes and priotriaze information for further high-level processing. Here, we study the effect…

计算机视觉与模式识别 · 计算机科学 2015-05-15 Ali Borji , Mengyang Feng , Huchuan Lu

The objects we perceive guide our eye movements when observing real-world dynamic scenes. Yet, gaze shifts and selective attention are critical for perceiving details and refining object boundaries. Object segmentation and gaze behavior…

计算机视觉与模式识别 · 计算机科学 2025-02-12 Vito Mengers , Nicolas Roth , Oliver Brock , Klaus Obermayer , Martin Rolfs

Human visual attention is a complex phenomenon. A computational modeling of this phenomenon must take into account where people look in order to evaluate which are the salient locations (spatial distribution of the fixations), when they…

计算机视觉与模式识别 · 计算机科学 2020-05-08 Dario Zanca , Stefano Melacci , Marco Gori

Visual scanpath is the sequence of fixation points that the human gaze travels while observing an image, and its prediction helps in modeling the visual attention of an image. To this end several models were proposed in the literature using…

计算机视觉与模式识别 · 计算机科学 2021-12-10 Mohamed Amine Kerkouri , Aladine Chetouani

Saliency maps are used to understand human attention and visual fixation. However, while very well established for static images, there is no general agreement on how to compute a saliency map of dynamic scenes. In this paper we propose a…

计算机视觉与模式识别 · 计算机科学 2016-06-24 Aniello Raffaele Patrone , Christian Valuch , Ulrich Ansorge , Otmar Scherzer

Primates constantly explore their surroundings via saccadic eye movements that bring different parts of an image into high resolution. In addition to exploring new regions in the visual field, primates also make frequent return fixations,…

计算机视觉与模式识别 · 计算机科学 2023-01-11 Mengmi Zhang , Marcelo Armendariz , Will Xiao , Olivia Rose , Katarina Bendtz , Margaret Livingstone , Carlos Ponce , Gabriel Kreiman

In this study, we propose a novel method to measure bottom-up saliency maps of natural images. In order to eliminate the influence of top-down signals, backward masking is used to make stimuli (natural images) subjectively invisible to…

计算机视觉与模式识别 · 计算机科学 2016-04-30 Cheng Chen , Xilin Zhang , Yizhou Wang , Fang Fang

While exploring visual scenes, humans' scanpaths are driven by their underlying attention processes. Understanding visual scanpaths is essential for various applications. Traditional scanpath models predict the where and when of gaze shifts…

计算机视觉与模式识别 · 计算机科学 2024-08-07 Xianyu Chen , Ming Jiang , Qi Zhao

In this paper, we consider the problem of visual scanning mechanism underpinning sensorimotor tasks, such as walking and driving, in dynamic environments. We exploit eye tracking data for offering two new cognitive effort measures in visual…

人机交互 · 计算机科学 2024-05-24 Runlin Zhang , Qing Xu , Simon Parkinson , Klaus Schoeffmann , Yu Chen

We propose Unified Model of Saliency and Scanpaths (UMSS) -- a model that learns to predict visual saliency and scanpaths (i.e. sequences of eye fixations) on information visualisations. Although scanpaths provide rich information about the…

计算机视觉与模式识别 · 计算机科学 2023-02-07 Yao Wang , Mihai Bâce , Andreas Bulling

We propose to model the fixation locations of the human eye when observing a still image by a Markovian point process in R 2 . Our approach is data driven using k-means clustering of the fixation locations to identify distinct salient…

应用统计 · 统计学 2020-01-07 Adam B. Kashlak , Eoin Devane , Helge Dietert , Henry Jackson

Within the set of the many complex factors driving gaze placement, the properities of an image that are associated with fixations under free viewing conditions have been studied extensively. There is a general impression that the field is…

计算机视觉与模式识别 · 计算机科学 2014-09-29 Matthias Kümmerer , Thomas Wallis , Matthias Bethge

Visual attention is very an essential factor that affects how human perceives visual signals. This report investigates how distortions in an image could distract human's visual attention using Bayesian visual search models, specifically,…

图像与视频处理 · 电气工程与系统科学 2021-02-09 Zhengzhong Tu

How discriminative position information is for image classification depends on the data. On the one hand, the camera position is arbitrary and objects can appear anywhere in the image, arguing for translation invariance. At the same time,…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Robert-Jan Bruintjes , Jan van Gemert

Image editing approaches have become more powerful and flexible with the advent of powerful text-conditioned generative models. However, placing objects in an environment with a precise location and orientation still remains a challenge, as…

计算机视觉与模式识别 · 计算机科学 2025-06-27 Mohamed Omran , Dimitris Kalatzis , Jens Petersen , Amirhossein Habibian , Auke Wiggers

A plethora of research in the literature shows how human eye fixation pattern varies depending on different factors, including genetics, age, social functioning, cognitive functioning, and so on. Analysis of these variations in visual…

计算机视觉与模式识别 · 计算机科学 2020-10-27 Shafin Rahman , Sejuti Rahman , Omar Shahid , Md. Tahmeed Abdullah , Jubair Ahmed Sourov