Attention mechanism in neural networks: where it comes and where it goes
D Soydaner - Neural Computing and Applications, 2022 - Springer
A long time ago in the machine learning literature, the idea of incorporating a mechanism
inspired by the human visual system into neural networks was introduced. This idea is …
inspired by the human visual system into neural networks was introduced. This idea is …
Computational modelling of visual attention
Five important trends have emerged from recent work on computational models of focal
visual attention that emphasize the bottom-up, image-based control of attentional …
visual attention that emphasize the bottom-up, image-based control of attentional …
Modeling attention to salient proto-objects
Selective visual attention is believed to be responsible for serializing visual information for
recognizing one object at a time in a complex scene. But how can we attend to objects …
recognizing one object at a time in a complex scene. But how can we attend to objects …
Computational visual attention systems and their cognitive foundations: A survey
S Frintrop, E Rome, HI Christensen - ACM Transactions on Applied …, 2010 - dl.acm.org
Based on concepts of the human visual system, computational visual attention systems aim
to detect regions of interest in images. Psychologists, neurobiologists, and computer …
to detect regions of interest in images. Psychologists, neurobiologists, and computer …
[HTML][HTML] Modeling the influence of task on attention
V Navalpakkam, L Itti - Vision research, 2005 - Elsevier
We propose a computational model for the task-specific guidance of visual attention in real-
world scenes. Our model emphasizes four aspects that are important in biological vision …
world scenes. Our model emphasizes four aspects that are important in biological vision …
Object-based visual attention for computer vision
Y Sun, R Fisher - Artificial intelligence, 2003 - Elsevier
In this paper, a novel model of object-based visual attention extending Duncan's Integrated
Competition Hypothesis [Phil. Trans. R. Soc. London B 353 (1998) 1307–1317] is presented …
Competition Hypothesis [Phil. Trans. R. Soc. London B 353 (1998) 1307–1317] is presented …
Recognition of traffic signs based on their colour and shape features extracted using human vision models
XW Gao, L Podladchikova, D Shaposhnikov… - Journal of Visual …, 2006 - Elsevier
Colour and shape are basic characteristics of traffic signs which are used both by the driver
and to develop artificial traffic sign recognition systems. However, these sign features have …
and to develop artificial traffic sign recognition systems. However, these sign features have …
[HTML][HTML] Eye movements in iconic visual search
Visual cognition depends critically on the moment-to-moment orientation of gaze. To change
the gaze to a new location in space, that location must be computed and used by the …
the gaze to a new location in space, that location must be computed and used by the …
A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images
Q Liang, I Wendelhag, J Wikstrand… - IEEE Transactions on …, 2000 - ieeexplore.ieee.org
Ultrasonic measurements of human carotid and femoral artery walls are conventionally
obtained by manually tracing interfaces between tissue layers. The drawbacks of this …
obtained by manually tracing interfaces between tissue layers. The drawbacks of this …
Information processing during face recognition: The effects of familiarity, inversion, and morphing on scanning fixations
JJS Barton, N Radcliffe, MV Cherkasova… - …, 2006 - journals.sagepub.com
Where we make ocular fixations when viewing an object likely reflects interactions between
'external'object properties and internal 'top-down'factors, as our perceptual system tests …
'external'object properties and internal 'top-down'factors, as our perceptual system tests …