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When searching for a lost item, we tune attention to the known properties of the object. Previously, it was believed that attention is tuned to the veridical attributes of the search target (e.g., orange), or an attribute that is slightly…

神经元与认知 · 定量生物学 2023-03-02 Stefanie I. Becker , Zachary Hamblin-Frohman , Hongfeng Xia , Zeguo Qiu

When searching for an object in a scene, how does the brain decide where to look next? Theories of visual search suggest the existence of a global attentional map, computed by integrating bottom-up visual information with top-down,…

神经元与认知 · 定量生物学 2014-04-28 Thomas Miconi , Laura Groomes , Gabriel Kreiman

Visual search is an important strategy of the human visual system for fast scene perception. The guided search theory suggests that the global layout or other top-down sources of scenes play a crucial role in guiding object searching. In…

计算机视觉与模式识别 · 计算机科学 2019-12-23 Kai-Fu Yang , Wen-Wen Jiang , Teng-Fei Zhan , Yong-Jie Li

Finding a particular object in a display is important for viewers in many visualizations, for example, when reacting to brushing or to a highlighted object. This can be enabled by making the target object different in one of the visual…

人机交互 · 计算机科学 2026-01-29 Wei Wei , Miguel A. Nacenta , Michelle F. Miranda , Charles Perin

Context information in search sessions has proven to be useful for capturing user search intent. Existing studies explored user behavior sequences in sessions in different ways to enhance query suggestion or document ranking. However, a…

信息检索 · 计算机科学 2021-08-25 Yutao Zhu , Jian-Yun Nie , Zhicheng Dou , Zhengyi Ma , Xinyu Zhang , Pan Du , Xiaochen Zuo , Hao Jiang

Visual attention, derived from cognitive neuroscience, facilitates human perception on the most pertinent subset of the sensory data. Recently, significant efforts have been made to exploit attention schemes to advance computer vision…

计算机视觉与模式识别 · 计算机科学 2018-10-16 Shi Pu , Yibing Song , Chao Ma , Honggang Zhang , Ming-Hsuan Yang

Top-down attention allows people to focus on task-relevant visual information. Is the resulting perceptual boost task-dependent in naturalistic settings? We aim to answer this with a large-scale computational experiment. First, we design a…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Freddie Bickford Smith , Xiaoliang Luo , Brett D. Roads , Bradley C. Love

How do we determine whether two or more clothing items are compatible or visually appealing? Part of the answer lies in understanding of visual aesthetics, and is biased by personal preferences shaped by social attitudes, time, and place.…

计算机视觉与模式识别 · 计算机科学 2019-02-13 Guillem Cucurull , Perouz Taslakian , David Vazquez

The understanding of where humans look in a scene is a problem of great interest in visual perception and computer vision. When eye-tracking devices are not a viable option, models of human attention can be used to predict fixations. In…

计算机视觉与模式识别 · 计算机科学 2018-07-30 Dario Zanca , Marco Gori

Object ranking is an important problem in the realm of preference learning. On the basis of training data in the form of a set of rankings of objects, which are typically represented as feature vectors, the goal is to learn a ranking…

机器学习 · 统计学 2018-12-07 Karlson Pfannschmidt , Pritha Gupta , Eyke Hüllermeier

While real world challenges typically define visual categories with language words or phrases, most visual classification methods define categories with numerical indices. However, the language specification of the classes provides an…

计算机视觉与模式识别 · 计算机科学 2022-02-21 Suzanne Petryk , Lisa Dunlap , Keyan Nasseri , Joseph Gonzalez , Trevor Darrell , Anna Rohrbach

In this paper, we identify and study an important problem of gradient item retrieval. We define the problem as retrieving a sequence of items with a gradual change on a certain attribute, given a reference item and a modification text. For…

信息检索 · 计算机科学 2021-06-02 Haonan Wang , Chang Zhou , Carl Yang , Hongxia Yang , Jingrui He

Efficient attention deployment in visual search is limited by human visual memory, yet this limitation can be offset by exploiting the environment's structure. This paper introduces a computational cognitive model that simulates how the…

人机交互 · 计算机科学 2024-09-16 Saku Sourulahti , Christian P Janssen , Jussi PP Jokinen

Visual understanding is inherently contextual -- what we focus on in an image depends on the task at hand. For instance, given an image of a person holding a bouquet of flowers, we may focus on either the person such as their clothing, or…

Recognising objects according to a pre-defined fixed set of class labels has been well studied in the Computer Vision. There are a great many practical applications where the subjects that may be of interest are not known beforehand, or so…

计算机视觉与模式识别 · 计算机科学 2017-11-20 Bohan Zhuang , Qi Wu , Chunhua Shen , Ian Reid , Anton van den Hengel

The more new features that are being added to smartphones, the harder it becomes for users to find them. This is because the feature names are usually short, and there are just too many to remember. In such a case, the users may want to ask…

信息检索 · 计算机科学 2023-07-19 Joonyoung Kim , Kangwook Lee , Haebin Shin , Hurnjoo Lee , Sechun Kang , Byunguk Choi , Dong Shin , Joohyung Lee

In sparse recommender settings, users' context and item attributes play a crucial role in deciding which items to recommend next. Despite that, recent works in sequential and time-aware recommendations usually either ignore both aspects or…

信息检索 · 计算机科学 2022-09-21 Ahmed Rashed , Shereen Elsayed , Lars Schmidt-Thieme

Information seeking is an interactive behaviour of the end users with information systems, which occurs in a real environment known as context. Context affects information-seeking behaviour in many different ways. The purpose of this paper…

信息检索 · 计算机科学 2018-05-18 Shahram Sedghi , Zeinab Shourmeij , Iman Tahamtan

In content-based image retrieval, the first-round retrieval result by simple visual feature comparison may be unsatisfactory, which can be refined by visual re-ranking techniques. In image retrieval, it is observed that the contextual…

计算机视觉与模式识别 · 计算机科学 2021-10-27 Jianbo Ouyang , Hui Wu , Min Wang , Wengang Zhou , Houqiang Li

While standard IR models are mainly designed to optimize relevance, real-world search often needs to balance additional objectives such as diversity and fairness. These objectives depend on inter-document interactions and are commonly…

信息检索 · 计算机科学 2025-05-26 Nilanjan Sinhababu , Andrew Parry , Debasis Ganguly , Pabitra Mitra
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