Deep hierarchies in the primate visual cortex: What can we learn for computer vision?

N Kruger, P Janssen, S Kalkan, M Lappe… - IEEE transactions on …, 2012 - ieeexplore.ieee.org
Computational modeling of the primate visual system yields insights of potential relevance to
some of the challenges that computer vision is facing, such as object recognition and …

What do we understand about convolutional networks?

I Hadji, RP Wildes - arXiv preprint arXiv:1803.08834, 2018 - arxiv.org
This document will review the most prominent proposals using multilayer convolutional
architectures. Importantly, the various components of a typical convolutional network will be …

Exploring tuning characteristics of ventral stream's neurons for few-shot image classification

L Dong, W Zhai, ZJ Zha - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
Human has the remarkable ability of learning novel objects by browsing extremely few
examples, which may be attributed to the generic and robust feature extracted in the ventral …

[HTML][HTML] Bio-inspired computer vision: Towards a synergistic approach of artificial and biological vision

NVK Medathati, H Neumann, GS Masson… - computer vision and …, 2016 - Elsevier
Studies in biological vision have always been a great source of inspiration for design of
computer vision algorithms. In the past, several successful methods were designed with …

Multiple asynchronous stimulus‐and task‐dependent hierarchies (STDH) within the visual brain's parallel processing systems

S Zeki - European Journal of Neuroscience, 2016 - Wiley Online Library
Results from a variety of sources, some many years old, lead ineluctably to a re‐appraisal of
the twin strategies of hierarchical and parallel processing used by the brain to construct an …

[HTML][HTML] A push-pull CORF model of a simple cell with antiphase inhibition improves SNR and contour detection

G Azzopardi, A Rodríguez-Sánchez, J Piater, N Petkov - PloS one, 2014 - journals.plos.org
We propose a computational model of a simple cell with push-pull inhibition, a property that
is observed in many real simple cells. It is based on an existing model called Combination of …

[HTML][HTML] Cognitive programs: software for attention's executive

JK Tsotsos, W Kruijne - Frontiers in psychology, 2014 - frontiersin.org
What are the computational tasks that an executive controller for visual attention must solve?
This question is posed in the context of the Selective Tuning model of attention. The range of …

On the control of attentional processes in vision

JK Tsotsos, O Abid, I Kotseruba, MD Solbach - Cortex, 2021 - Elsevier
The study of attentional processing in vision has a long and deep history. Recently, several
papers have presented insightful perspectives into how the coordination of multiple …

Modeling diverse responses to filled and outline shapes in macaque V4

DV Popovkina, W Bair… - Journal of …, 2019 - journals.physiology.org
Visual area V4 is an important midlevel cortical processing stage that subserves object
recognition in primates. Studies investigating shape coding in V4 have largely probed …

[HTML][HTML] Ventral-stream-like shape representation: from pixel intensity values to trainable object-selective COSFIRE models

G Azzopardi, N Petkov - Frontiers in computational neuroscience, 2014 - frontiersin.org
The remarkable abilities of the primate visual system have inspired the construction of
computational models of some visual neurons. We propose a trainable hierarchical object …