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Vision-Language Models (VLMs) have been shown to be blind, often underutilizing their visual inputs even on tasks that require visual reasoning. In this work, we demonstrate that VLMs are selectively blind. They modulate the amount of…

计算机视觉与模式识别 · 计算机科学 2026-03-23 Wan-Cyuan Fan , Jiayun Luo , Declan Kutscher , Leonid Sigal , Ritwik Gupta

Recent studies in the field of human vision science suggest that the human responses to the stimuli on a visual display are non-deterministic. People may attend to different locations on the same visual input at the same time. Based on this…

计算机视觉与模式识别 · 计算机科学 2015-03-13 Akisato kimura , Derek Pang , Tatsuto Takeuchi , Kouji Miyazato , Junji Yamato , Kunio Kashino

Existing eye fixation prediction methods perform the mapping from input images to the corresponding dense fixation maps generated from raw fixation points. However, due to the stochastic nature of human fixation, the generated dense…

计算机视觉与模式识别 · 计算机科学 2024-03-25 Peipei Song , Jing Zhang , Piotr Koniusz , Nick Barnes

Predicting where people look in natural scenes has attracted a lot of interest in computer vision and computational neuroscience over the past two decades. Two seemingly contrasting categories of cues have been proposed to influence where…

计算机视觉与模式识别 · 计算机科学 2015-04-01 Ali Borji , James Tanner

Some visual search tasks require to memorize the location of stimuli that have been previously scanned. Considerations about the eye movements raise the question of how we are able to maintain a coherent memory, despite the frequent…

神经与进化计算 · 计算机科学 2016-08-16 Jérémy Fix , Julien Vitay , Nicolas Rougier

An attention guided scheme for metal artifact correction in MRI using deep neural network is proposed in this paper. The inputs of the networks are two distorted images obtained with dual-polarity readout gradients. With MR image generation…

图像与视频处理 · 电气工程与系统科学 2019-10-22 Jee Won Kim , Kinam Kwon , Byungjai Kim , HyunWook Park

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

Recent advancements in Large Vision-Language Models (LVLMs) have significantly expanded their utility in tasks like image captioning and visual question answering. However, they still struggle with object hallucination, where models…

计算机视觉与模式识别 · 计算机科学 2025-05-26 Yeongjae Cho , Keonwoo Kim , Taebaek Hwang , Sungzoon Cho

Eye movement prediction is a promising area of research with the potential to improve performance and the user experience of systems based on eye-tracking technology. In this study, we analyze individual differences in gaze prediction…

人机交互 · 计算机科学 2025-01-30 Kateryna Melnyk , Lee Friedman , Dmytro Katrychuk , Oleg Komogortsev

We tested whether and how biases in visual perception might influence motor actions. To do so, we designed an interception task in which subjects had to indicate the time when a moving object, whose trajectory was occluded, would reach a…

神经元与认知 · 定量生物学 2014-03-11 Alexander Tank , Alan A. Stocker

Visual selective attention, driven by individual preferences, regulates human prioritization of visual stimuli by bridging subjective cognitive mechanisms with objective visual elements, thereby steering the semantic interpretation and…

计算机视觉与模式识别 · 计算机科学 2025-07-28 Hanbing Wu , Ping Jiang , Anyang Su , Chenxu Zhao , Tianyu Fu , Minghui Wu , Beiping Tan , Huiying Li

This paper proposes a set of techniques to investigate eye gaze and fixation patterns while users interact with electronic user interfaces. In particular, two case studies are presented - one on analysing eye gaze while interacting with…

人机交互 · 计算机科学 2021-01-05 Somnath Arjun , KamalPreet Singh Saluja , Pradipta Biswas

In real-world scene perception human observers generate sequences of fixations to move image patches into the high-acuity center of the visual field. Models of visual attention developed over the last 25 years aim to predict two-dimensional…

神经元与认知 · 定量生物学 2022-08-15 Lisa Schwetlick , Daniel Backhaus , Ralf Engbert

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 a number of problems are considered which are related to the modelling of eye guidance under visual attention in a natural setting. From a crude discussion of a variety of available models spelled in probabilistic terms, it…

计算机视觉与模式识别 · 计算机科学 2016-09-20 Giuseppe Boccignone

When humans view scenes without a specific task (free-viewing), they initially direct their eye movements toward the scene center and then fixate on people, text, objects being gazed at or grasped, and semantically meaningful regions. What…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Shravan Murlidaran , Ziqi Wen , Sana Shehabi , Miguel P. Eckstein

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

Developments in machine learning interpretability techniques over the past decade have provided new tools to observe the image regions that are most informative for classification and localization in artificial neural networks (ANNs). Are…

计算机视觉与模式识别 · 计算机科学 2021-11-02 Thomas A. Langlois , H. Charles Zhao , Erin Grant , Ishita Dasgupta , Thomas L. Griffiths , Nori Jacoby

Visual Search is referred to the task of finding a target object among a set of distracting objects in a visual display. In this paper, based on an independent analysis of the COCO-Search18 dataset, we investigate how the performance of…

计算机视觉与模式识别 · 计算机科学 2022-10-05 Manoosh Samiei , James J. Clark

Most typical click models assume that the probability of a document to be examined by users only depends on position, such as PBM and UBM. It works well in various kinds of search engines. However, in a search engine where massive candidate…

人工智能 · 计算机科学 2021-01-08 Ningxin Xu , Cheng Yang , Yixin Zhu , Xiaowei Hu , Changhu Wang