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相关论文: Which Experimental Design is Better Suited for VQA…

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While visual question-answering (VQA) benchmarks have catalyzed the development of reasoning techniques, they have focused on vertical thinking. Effective problem-solving also necessitates lateral thinking, which remains understudied in AI…

计算机视觉与模式识别 · 计算机科学 2024-12-23 Koen Kraaijveld , Yifan Jiang , Kaixin Ma , Filip Ilievski

The goal of our work is to use visual attention to enhance autonomous driving performance. We present two methods of predicting visual attention maps. The first method is a supervised learning approach in which we collect eye-gaze data for…

计算机视觉与模式识别 · 计算机科学 2018-12-06 Sourav Pal , Tharun Mohandoss , Pabitra Mitra

The Visual Question Answering (VQA) task requires the simultaneous understanding of image content and question semantics. However, existing methods often have difficulty handling complex reasoning scenarios due to insufficient cross-modal…

计算机视觉与模式识别 · 计算机科学 2025-06-16 Weikai Sun , Shijie Song , Han Wang

Understanding human tasks through video observations is an essential capability of intelligent agents. The challenges of such capability lie in the difficulty of generating a detailed understanding of situated actions, their effects on…

计算机视觉与模式识别 · 计算机科学 2022-10-11 Baoxiong Jia , Ting Lei , Song-Chun Zhu , Siyuan Huang

As automation and mobile robotics reshape work environments, rising expectations for productivity increase cognitive demands on human operators, leading to potential stress and cognitive overload. Accurately assessing an operator's mental…

机器人学 · 计算机科学 2025-04-10 Till Aust , Julian Kaduk , Heiko Hamann

Visual Question Answering (VQA) has been a popular task that combines vision and language, with numerous relevant implementations in literature. Even though there are some attempts that approach explainability and robustness issues in VQA…

计算与语言 · 计算机科学 2024-05-06 Theodoti Stoikou , Maria Lymperaiou , Giorgos Stamou

This paper presents a methodology combining multimodal semantic analysis with an eye-tracking experimental protocol to investigate the cognitive effort involved in understanding the communication of future scenarios. To demonstrate the…

Virtual Reality (VR) is a promising tool for interview training, yet the psychological dynamics of group interviews, such as social comparison, remain underexplored. We investigate this phenomenon by developing an immersive VR group…

人机交互 · 计算机科学 2025-10-15 Shi-Ting Ni , Kairong Fang , Yuyang Wang , Pan Hui

Document Visual Question Answering (VQA) models have evolved at an impressive rate over the past few years, coming close to or matching human performance on some benchmarks. We argue that common evaluation metrics used by popular benchmarks…

计算与语言 · 计算机科学 2025-03-26 Armineh Nourbakhsh , Siddharth Parekh , Pranav Shetty , Zhao Jin , Sameena Shah , Carolyn Rose

Visual understanding requires interpreting both natural scenes and the textual information that appears within them, motivating tasks such as Visual Question Answering (VQA). However, current VQA benchmarks overlook scenarios with visually…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Jianing An , Luyang Jiang , Jie Luo , Wenjun Wu , Lei Huang

This paper revisits visual saliency prediction by evaluating the recent advancements in this field such as crowd-sourced mouse tracking-based databases and contextual annotations. We pursue a critical and quantitative approach towards some…

计算机视觉与模式识别 · 计算机科学 2017-05-31 Hamed R. Tavakoli , Fawad Ahmed , Ali Borji , Jorma Laaksonen

Reproducibility in eye-tracking research is increasingly important as researchers conduct diverse experiments and seek to validate or replicate findings. However, exact replication remains challenging due to differences in laboratory…

人机交互 · 计算机科学 2026-04-29 Suleyman Ozdel , Virmarie Maquiling , Kadir Burak Buldu , Yasmeen Abdrabou , Enkelejda Kasneci

Quadratic Surveys (QSs) elicit more accurate preferences than traditional methods like Likert-scale surveys. However, the cognitive load associated with QSs has hindered their adoption in digital surveys for collective decision-making. We…

The emergence of mobile eye trackers embedded in next generation smartphones or VR displays will make it possible to trace not only what objects we look at but also the level of attention in a given situation. Exploring whether we can…

人机交互 · 计算机科学 2016-02-17 Per Bækgaard , Michael Kai Petersen , Jakob Eg Larsen

Timelines are commonly represented on a horizontal line, which is not necessarily the most effective way to visualize temporal event sequences. However, few experiments have evaluated how timeline shape influences task performance. We…

Visual Question and Answering (VQA) problems are attracting increasing interest from multiple research disciplines. Solving VQA problems requires techniques from both computer vision for understanding the visual contents of a presented…

计算机视觉与模式识别 · 计算机科学 2016-04-07 Ilija Ilievski , Shuicheng Yan , Jiashi Feng

Recently, a number of deep-learning based models have been proposed for the task of Visual Question Answering (VQA). The performance of most models is clustered around 60-70%. In this paper we propose systematic methods to analyze the…

计算与语言 · 计算机科学 2016-10-05 Aishwarya Agrawal , Dhruv Batra , Devi Parikh

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

A growing number of efforts aim to understand what people see when using a visualization. These efforts provide scientific grounding to complement design intuitions, leading to more effective visualization practice. However, published…

人机交互 · 计算机科学 2020-09-16 Madison Elliott , Christine Nothelfer , Cindy Xiong , Danielle Szafir

The existing computational visual attention systems have focused on the objective to basically simulate and understand the concept of visual attention system in adults. Consequently, the impact of observer's age in scene viewing behavior…

计算机视觉与模式识别 · 计算机科学 2019-04-30 Onkar Krishna , Kiyoharu Aizawa , Go Irie