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      <comment>CenBRAIN Neurotech, School of Engineering, Westlake University, Hangzhou, China            
            Westlake Institute for Optoelectronics, Hangzho, Fuyang, 311421, China            
            Conference code: 200372            
            Export Date: 27 September 2024            
            Correspondence Address: Yang, J.; CenBRAIN Neurotech, China; email: yangjie@westlake.edu.cn            
            Correspondence Address: Sawan, M.; CenBRAIN Neurotech, China; email: sawan@westlake.edu.cn            
            Funding details: 2023GD004            
            Funding text 1: This work was supported by the STI2030-Major Project (Grant No. 2022ZD0208805) and Key Project of Westlake Institute for Optoelectronics (Grant No. 2023GD004).</comment>
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      <title>EXPLORING EFFECTIVE STIMULUS ENCODING VIA VISION SYSTEM MODELING FOR VISUAL PROSTHESES</title>
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      <abstractText>Visual prostheses are potential devices to restore vision for blind people, which highly depends on the quality of stimulation patterns of the implanted electrode array. However, existing processing frameworks prioritize the generation of stimulation while disregarding the potential impact of restoration effects and fail to assess the quality of the generated stimulation properly. In this paper, we propose for the first time an end-to-end visual prosthesis framework (StimuSEE) that generates stimulation patterns with proper quality verification using V1 neuron spike patterns as supervision. StimuSEE consists of a retinal network to predict the stimulation pattern, a phosphene model, and a primary vision system network (PVS-net) to simulate the signal processing from the retina to the visual cortex and predict the firing rate of V1 neurons. Experimental results show that the predicted stimulation shares similar patterns to the original scenes, whose different stimulus amplitudes contribute to a similar firing rate with normal cells. Numerically, the predicted firing rate and the recorded response of normal neurons achieve a Pearson correlation coefficient of 0.78. © 2024 12th International Conference on Learning Representations, ICLR 2024. All rights reserved.</abstractText>
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      <label>Wang C. et al. EXPLORING EFFECTIVE STIMULUS ENCODING VIA VISION SYSTEM MODELING FOR VISUAL PROSTHESES. (2024) Megjelent: 12th International Conference on Learning Representations, ICLR 2024</label><template>&lt;div class=&quot;BookChapter Publication short-list&quot;&gt; &lt;div class=&quot;authors&quot;&gt; &lt;span class=&quot;author-name&quot; &gt; Wang, C. &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; &gt; Wu, D. &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; &gt; Fang, C. &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; &gt; Yang, J. ✉ &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; &gt; Sawan, M. ✉ &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; &lt;/div &gt;&lt;div class=&quot;title&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;35423773&quot; mtid=&quot;35423773&quot; target=&quot;_blank&quot;&gt;EXPLORING EFFECTIVE STIMULUS ENCODING VIA VISION SYSTEM MODELING FOR VISUAL PROSTHESES&lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;InBook&quot;&gt;In: &lt;span class=&quot;booktitle&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;35178194&quot; target=&quot;_blank&quot;&gt;12th International Conference on Learning Representations, ICLR 2024 &lt;/a&gt;&lt;/span &gt; &lt;/div&gt;&lt;div class=&quot;pub-info&quot;&gt; &lt;span class=&quot;publisher&quot;&gt;International Conference on Learning Representations, ICLR&lt;/span&gt; &lt;span class=&quot;year&quot;&gt;(2024)&lt;/span&gt; &lt;span class=&quot;page&quot;&gt; Paper: 200372 &lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;pub-end&quot;&gt;&lt;div class=&quot;identifier-list&quot;&gt; &lt;span class=&quot;identifiers&quot;&gt; &lt;span class=&quot;id identifier oa_none&quot; title=&quot;none&quot;&gt; &lt;a style=&quot;color:black&quot; title=&quot;85200577898&quot; target=&quot;_blank&quot; href=&quot;http://www.scopus.com/record/display.url?origin=inward&amp;eid=2-s2.0-85200577898&quot;&gt; Scopus &lt;/a&gt; &lt;/span&gt; &lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;short-pub-prop-list&quot;&gt; &lt;span class=&quot;short-pub-mtid&quot;&gt; Közlemény:35423773 &lt;/span&gt; &lt;span class=&quot;status-holder&quot;&gt;&lt;span class=&quot;status-data status-APPROVED&quot;&gt; Nyilvános &lt;/span&gt;&lt;/span&gt; &lt;span class=&quot;pub-core&quot;&gt; Idéző &lt;/span&gt; &lt;span class=&quot;pub-type&quot;&gt;Egyéb konferenciaközlemény (Konferenciaközlemény ) &lt;/span&gt; &lt;!-- &amp;&amp; !record.category.scientific --&gt; &lt;span class=&quot;pub-category&quot;&gt;Tudományos&lt;/span&gt; &lt;/div&gt; &lt;/div&gt; &lt;/div&gt;</template><template2>&lt;div class=&quot;BookChapter Publication long-list&quot;&gt;
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;&amp;nbsp;&amp;nbsp;&amp;nbsp;
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;&amp;nbsp;&amp;nbsp;&amp;nbsp;
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;&amp;nbsp;&amp;nbsp;&amp;nbsp;
							&lt;span class=&quot;author-name&quot; &gt;Sawan M. ✉
    &lt;/span&gt;

				    &lt;/div&gt;
&lt;/div&gt;
&lt;div class=&quot;title&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;35423773&quot; target=&quot;_blank&quot;&gt;EXPLORING EFFECTIVE STIMULUS ENCODING VIA VISION SYSTEM MODELING FOR VISUAL PROSTHESES&lt;/a&gt;&lt;/div&gt;    &lt;div class=&quot;InBook&quot;&gt;&lt;div class=&quot;chapter-in&quot;&gt;In:&lt;/div&gt;         &lt;div class=&quot;authors&quot;&gt;

        &lt;/div&gt;
        &lt;div class=&quot;booktitle&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;35178194&quot; target=&quot;_blank&quot;&gt;12th International Conference on Learning Representations, ICLR 2024 &lt;/a&gt;&lt;/div&gt;
&lt;div class=&quot;conference&quot;&gt;
	
	Konferencia helye, ideje: 
        &lt;span class=&quot;conference-date&quot;&gt;2024.05.07.
             - 
            2024.05.11.&lt;/span&gt;
    
&lt;/div&gt;        
        : 
            &lt;span class=&quot;publishers&quot;&gt;International Conference on Learning Representations, ICLR&lt;/span&gt;,
&lt;span class=&quot;page&quot;&gt;
		Paper 200372.
	
&lt;/span&gt;         &lt;span class=&quot;year&quot;&gt;(2024)&lt;/span&gt;  
    &lt;/div&gt;
&lt;div class=&quot;pub-footer&quot;&gt;

	&lt;span class=&quot;language&quot; xmlns=&quot;http://www.w3.org/1999/html&quot;&gt;Nyelv:
			Angol
		 |  &lt;/span&gt;

	&lt;span class=&quot;identifiers&quot;&gt;
						&lt;span class=&quot;id identifier oa_none&quot; title=&quot;none&quot;&gt;
							
							&lt;a style=&quot;color:black&quot; title=&quot;85200577898&quot; target=&quot;_blank&quot; href=&quot;http://www.scopus.com/record/display.url?origin=inward&amp;eid=2-s2.0-85200577898&quot;&gt;
									Scopus
							&lt;/a&gt;
						&lt;/span&gt;
	&lt;/span&gt;
&lt;span class=&quot;bookchapter-ids&quot;&gt;Befoglaló link(ek):&lt;/span&gt; 	&lt;span class=&quot;identifiers&quot;&gt;
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							&lt;a style=&quot;color:blue&quot; title=&quot;https://openreview.net/group?id=ICLR.cc/2024/Conference#tab-accept-oral&quot; target=&quot;_blank&quot; href=&quot;https://openreview.net/group?id=ICLR.cc/2024/Conference#tab-accept-oral&quot;&gt;
									Egyéb URL
							&lt;/a&gt;
						&lt;/span&gt;
						&lt;span class=&quot;id identifier oa_none&quot; title=&quot;none&quot;&gt;
							
							&lt;a style=&quot;color:blue&quot; title=&quot;https://iclr.cc/Conferences/2024&quot; target=&quot;_blank&quot; href=&quot;https://iclr.cc/Conferences/2024&quot;&gt;
									Egyéb URL
							&lt;/a&gt;
						&lt;/span&gt;
	&lt;/span&gt;




	&lt;div class=&quot;publication-citation&quot;&gt;
		&lt;a target=&quot;_blank&quot; href=&quot;/api/publication?cond=citations.related;eq;35423773&amp;sort=publishedYear,desc&amp;sort=title&quot;&gt;
			Idézett közlemények száma: 1
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    &lt;div class=&quot;mtid&quot;&gt;&lt;span class=&quot;long-pub-mtid&quot;&gt;Közlemény: 35423773&lt;/span&gt;
    | &lt;span class=&quot;status-data status-APPROVED&quot;&gt; 	Nyilvános
  &lt;/span&gt;
        &lt;span class=&quot;long-book-mtid&quot;&gt;Befoglaló: 35178194&lt;/span&gt;
	
	
	 Idéző
	
	
    | &lt;span class=&quot;type-subtype&quot;&gt;Egyéb konferenciaközlemény
			( Konferenciaközlemény
			
			)
		&lt;/span&gt;
      		| &lt;span class=&quot;pub-category&quot;&gt;Tudományos&lt;/span&gt;
	| &lt;span class=&quot;publication-sourceOfData&quot;&gt;Scopus&lt;/span&gt;
&lt;/div&gt;


	&lt;div class=&quot;notDuplums&quot;&gt;&lt;a target=&quot;_blank&quot; href=&quot;/api/publication/35423773/notduplums&quot;&gt;4 Nem duplumnak jelölés&lt;/a&gt;
	&lt;/div&gt;
&lt;div class=&quot;lastModified&quot;&gt;Utolsó módosítás: 2024.09.27. 13:47 Nemec Évi (MTMT Központi 3, admin)
&lt;/div&gt;




	&lt;pre class=&quot;comment&quot; style=&quot;margin-top: 0; margin-bottom: 0;&quot;&gt;&lt;u&gt;Megjegyzés&lt;/u&gt;: CenBRAIN Neurotech, School of Engineering, Westlake University, Hangzhou, China            
            Westlake Institute for Optoelectronics, Hangzho, Fuyang, 311421, China            
            Conference code: 200372            
            Export Date: 27 September 2024            
            Correspondence Address: Yang, J.; CenBRAIN Neurotech, China; email: yangjie@westlake.edu.cn    ...&lt;/pre&gt;
&lt;/div&gt;
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