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Neural Fields in Visual Computing and Beyond [article]

Yiheng Xie, Towaki Takikawa, Shunsuke Saito, Or Litany, Shiqin Yan, Numair Khan, Federico Tombari, James Tompkin, Vincent Sitzmann, Srinath Sridhar
<span title="2022-04-05">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>

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<span title="2021-11-22">2021</span> <span class="release-stage" >pre-print</span> <span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.11426v1">arXiv:2111.11426v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/g3pfk4fyjrd4xd32pdlq2gaize">fatcat:g3pfk4fyjrd4xd32pdlq2gaize</a> </span>

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<span title="2021-11-23">2021</span> <span class="release-stage" >pre-print</span>
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.11426v2">arXiv:2111.11426v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zyzviu3kevdxzbo62i5yq43cvi">fatcat:zyzviu3kevdxzbo62i5yq43cvi</a> </span>
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In Part II, we focus on applications of neural fields to different problems in visual computing, and beyond (e.g., robotics, audio).  ...  Our review shows the breadth of topics already covered in visual computing, both historically and in current incarnations, demonstrating the improved quality, flexibility, and capability brought by neural  ...  We would like to thank Sunny Li for their help in designing the website, and Alexander Rush and Hendrik Strobelt of the Mini-Conf project.  ... 
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Citation

Yiheng Xie, Towaki Takikawa, Shunsuke Saito, Or Litany, Shiqin Yan, Numair Khan, Federico Tombari, James Tompkin, Vincent Sitzmann, Srinath Sridhar. "Neural Fields in Visual Computing and Beyond." arXiv (2022)

Towards the Next Generation of Retinal Neuroprosthesis: Visual Computation with Spikes [article]

Zhaofei Yu and Jian K. Liu and Shanshan Jia and Yichen Zhang and Yajing Zheng and Yonghong Tian and Tiejun Huang
<span title="2020-01-13">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>

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The retina computes visual scenes and then sends its output as neuronal spikes to the cortex for further computation. Therefore, the neuronal signal of interest for retinal neuroprosthesis is spike.  ...  Closed-loop computation in neuroprosthesis includes two stages: encoding stimulus to neuronal signal, and decoding it into stimulus.  ...  Recent computational advancements in the field of ANN make many breakthroughs on visual tasks.  ... 
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Citation

Zhaofei Yu and Jian K. Liu and Shanshan Jia and Yichen Zhang and Yajing Zheng and Yonghong Tian and Tiejun Huang. "Towards the Next Generation of Retinal Neuroprosthesis: Visual Computation with Spikes." arXiv (2020)

Neural responses to natural visual motion are spatially selective across the visual field, with selectivity differing across brain areas and task [article]

Jason J Ki, Jacek P Dmochowski, Jonathan Touryan, Lucas C Parra
<span title="2021-03-08">2021</span> <i title="Cold Spring Harbor Laboratory"> bioRxiv </i> &nbsp; <span class="release-stage" >pre-print</span>

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It is well established that neural responses to visual stimuli are enhanced at select locations in the visual field.  ...  In this view, the present data suggest that different brain areas focus attention on different task-relevant portions of the visual field, reaching beyond the focus of overt attention.  ...  Based on the spatial selectivity and attention effects observed in EEG and fMRI, we hypothesized that during a natural visual task, the strength of neural responses differs across the visual field and  ... 
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Jason J Ki, Jacek P Dmochowski, Jonathan Touryan, Lucas C Parra. "Neural responses to natural visual motion are spatially selective across the visual field, with selectivity differing across brain areas and task." bioRxiv (2021)

Page 2915 of The Journal of Neuroscience Vol. 22, Issue 7 [page]

<span title="2002-04-01">2002</span> <i title="Society for Neuroscience"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_journal-of-neuroscience" style="color: black;">The Journal of Neuroscience</a> </i> &nbsp;

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In: Wave- lets, fractals, and Fourier transforms (Farge M, Hunt J, Vascillicos C, eds), pp 151-193. Oxford: Oxford UP. Fitzpatrick D (2000) Seeing beyond the receptive field in primary visual cortex.  ...  Neural Comput 7:399-407. van Hateren JH, Ruderman DL (1998) Independent component analysis of natural image sequences yields spatio-temporal filters similar to simple cells in primary visual cortex.  ... 
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The Journal of Neuroscience 22.7 (2002) 2915

Page 374 of Neural Computation Vol. 5, Issue 3 [page]

<span title="">1993</span> <i title="MIT Press Journals"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_neural-computation" style="color: black;">Neural Computation </a> </i> &nbsp;

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We propose that the output of such neurons could be used to generate a computational map of heading directions in or beyond MST. 1 Introduction The concept that optic flow is important for visual navigation  ...  We have designed a neural network model of the visual motion pathway in higher mammals that detects the direction of heading from optic flow.  ... 
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Neural Computation 5.3 (1993) 374

Biology: see it again-for the first time

S. Luke, S. Hamahashi, K. Kyoda, H. Ueda
<span title="">1998</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/i6odselg2vhytkiryfsdh6fpjy" style="color: black;">IEEE Intelligent Systems and their Applications</a> </i> &nbsp;

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Even if we had the data, visualizing and modelling it has historically required computing power beyond our means.  ...  In some areas, the computer has bested its biological counterparts in efficiency and simplicity.  ...  Even if we had the data, visualizing and modelling it has historically required computing power beyond our means.  ... 
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S. Luke, S. Hamahashi, K. Kyoda, H. Ueda. "Biology: see it again-for the first time." IEEE Intelligent Systems and their Applications 13.5 (1998) 6-8

Toward the Next Generation of Retinal Neuroprosthesis: Visual Computation with Spikes

Zhaofei Yu, Jian K. Liu, Shanshan Jia, Yichen Zhang, Yajing Zheng, Yonghong Tian, Tiejun Huang
<span title="">2020</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/al6slgnz6zfjdigxs3k3xrhtqu" style="color: black;">Engineering</a> </i> &nbsp;

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This version will undergo additional copyediting, typesetting and review before it is published in its final form, but we are providing this version to give early visibility of the article.  ...  This is a PDF file of an article that has undergone enhancements after acceptance, such as the addition of a cover page and metadata, and formatting for readability, but it is not yet the definitive version  ...  Cascade processing of visual inputs is computed by the receptive field of each individual neuron in the retina.  ... 
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Zhaofei Yu, Jian K. Liu, Shanshan Jia, Yichen Zhang, Yajing Zheng, Yonghong Tian, Tiejun Huang. "Toward the Next Generation of Retinal Neuroprosthesis: Visual Computation with Spikes." Engineering 6.4 (2020)

Adaptation in the visual cortex: a case for probing neuronal populations with natural stimuli

Michoel Snow, Ruben Coen-Cagli, Odelia Schwartz
<span title="2017-07-27">2017</span> <i title="F1000 Research, Ltd."> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lz7xw3k77zcg5f66jhfurufu64" style="color: black;">F1000Research</a> </i> &nbsp;

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We review recent work that represents two shifts in the way we study adaptation, namely (i) going beyond single neurons to study adaptation in populations of neurons and (ii) going beyond simple stimuli  ...  Abstract The perception of, and neural responses to, sensory stimuli in the present are influenced by what has been observed in the past-a phenomenon known as adaptation.  ...  More importantly, one can study neural or perceptual responses to natural stimuli in the context of the computational models and their predictions.  ... 
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Michoel Snow, Ruben Coen-Cagli, Odelia Schwartz. "Adaptation in the visual cortex: a case for probing neuronal populations with natural stimuli." F1000Research (2017) 1246

Eight open questions in the computational modeling of higher sensory cortex

Daniel LK Yamins, James J DiCarlo
<span title="">2016</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/k3yjoadbwjdifhgyc2nqlfzg2u" style="color: black;">Current Opinion in Neurobiology</a> </i> &nbsp;

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in visual cortex and beyond.  ...  in visual cortex and beyond.  ...  , machine learning, computer science, and psychophysics. 2 Which visual properties are explicitly encoded in intermediate ventral stream areas?  ... 
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Daniel LK Yamins, James J DiCarlo. "Eight open questions in the computational modeling of higher sensory cortex." Current Opinion in Neurobiology (2016) 114-120

Page 1213 of The Journal of Neuroscience Vol. 15, Issue 2 [page]

<span title="">1995</span> <i title="Society for Neuroscience"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_journal-of-neuroscience" style="color: black;">The Journal of Neuroscience</a> </i> &nbsp;

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Allman J, Miezin F, McGuinnes E (1985) Stimulus-specific responses from beyond the classical receptive field: neurophysiological mech- anisms for local-global comparisons in visual neurons.  ...  Ballard DH, Whitehead SD (1990) Active perception and reinforce- ment learning. Neural Comput 2:409-419. Bergen JR, Julesz B (1983) Rapid discrimination of visual patterns.  ... 
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The Journal of Neuroscience 15.2 (1995) 1213

Computational Cognitive Neuroscience of the Visual System

Stephen A. Engel
<span title="">2008</span> <i title="SAGE Publications"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/yaujez5wejhxvbhecoulrzzfuu" style="color: black;">Current Directions in Psychological Science</a> </i> &nbsp;

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Within the field of visual perception, the answer to this question is an emphatic "yes." There is a long history of close interactions between psychology and neuroscience in the study of vision.  ...  In the 1980s, vision researchers developed a general framework for combining the two fields, and that framework still supports much current research.  ...  Acknowledgments-Thanks to John Hummel and Seth Bouvier for comments on a draft of this article.  ... 
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Stephen A. Engel. "Computational Cognitive Neuroscience of the Visual System." Current Directions in Psychological Science 17.2 (2008) 68-72

In the Spotlight: Neuroengineering

Nitish V. Thakor
<span title="">2011</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pjmncnm4zfdltlh5rxo2xd62xa" style="color: black;">IEEE Reviews in Biomedical Engineering</a> </i> &nbsp;

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The "hot" areas, at least as measured by popularity and visibility, continue to be the fields of brain-computer interface (BCI) or brain-machine interface (BMI), the application of BMI to neural prosthesis  ...  IEEE Engineering in Medicine and Biology, the premier conference in the field of Biomedical Engineering, took place in Minneapolis, MN, in August 2009, and featured a plenary talk by Dr.  ...  This workshop highlighted emerging trends, taking the field of Brain-Machine Interface beyond the connection to the computer or controlling prostheses.  ... 
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Nitish V. Thakor. "In the Spotlight: Neuroengineering." IEEE Reviews in Biomedical Engineering (2011) 20-23

In the Spotlight: Neuroengineering

Nitish V. Thakor
<span title="">2013</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pjmncnm4zfdltlh5rxo2xd62xa" style="color: black;">IEEE Reviews in Biomedical Engineering</a> </i> &nbsp;

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The "hot" areas, at least as measured by popularity and visibility, continue to be the fields of brain-computer interface (BCI) or brain-machine interface (BMI), the application of BMI to neural prosthesis  ...  IEEE Engineering in Medicine and Biology, the premier conference in the field of Biomedical Engineering, took place in Minneapolis, MN, in August 2009, and featured a plenary talk by Dr.  ...  This workshop highlighted emerging trends, taking the field of Brain-Machine Interface beyond the connection to the computer or controlling prostheses.  ... 
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Nitish V. Thakor. "In the Spotlight: Neuroengineering." IEEE Reviews in Biomedical Engineering (2013) 24-26

In the spotlight: Neuroengineering

N. Thakor
<span title="">2008</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pjmncnm4zfdltlh5rxo2xd62xa" style="color: black;">IEEE Reviews in Biomedical Engineering</a> </i> &nbsp;

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The "hot" areas, at least as measured by popularity and visibility, continue to be the fields of brain-computer interface (BCI) or brain-machine interface (BMI), the application of BMI to neural prosthesis  ...  IEEE Engineering in Medicine and Biology, the premier conference in the field of Biomedical Engineering, took place in Minneapolis, MN, in August 2009, and featured a plenary talk by Dr.  ...  This workshop highlighted emerging trends, taking the field of Brain-Machine Interface beyond the connection to the computer or controlling prostheses.  ... 
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N. Thakor. "In the spotlight: Neuroengineering." IEEE Reviews in Biomedical Engineering (2008) 18-20

In the Spotlight: Neuroengineering

Nitish Thakor
<span title="">2010</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pjmncnm4zfdltlh5rxo2xd62xa" style="color: black;">IEEE Reviews in Biomedical Engineering</a> </i> &nbsp;

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The "hot" areas, at least as measured by popularity and visibility, continue to be the fields of brain-computer interface (BCI) or brain-machine interface (BMI), the application of BMI to neural prosthesis  ...  IEEE Engineering in Medicine and Biology, the premier conference in the field of Biomedical Engineering, took place in Minneapolis, MN, in August 2009, and featured a plenary talk by Dr.  ...  This workshop highlighted emerging trends, taking the field of Brain-Machine Interface beyond the connection to the computer or controlling prostheses.  ... 
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Citation

Nitish Thakor. "In the Spotlight: Neuroengineering." IEEE Reviews in Biomedical Engineering (2010) 19-22

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