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Images Can Be Reconstructed from Brain Activity

By MedImaging International staff writers
Posted on 04 Sep 2013
Image: The model uses prior knowledge to recognize letter classes (Photo courtesy of Radboud University Nijmegen).
Image: The model uses prior knowledge to recognize letter classes (Photo courtesy of Radboud University Nijmegen).
A new study suggests that by analyzing functional magnetic resonance images (fMRIs) of the brain with an elegant mathematical model, it is possible to reconstruct thoughts.

Researchers at Radboud University Nijmegen (The Netherlands) used data from an fMRI scanner to teach a linear Gaussian mathematical model how small volumes (2 x 2 x 2 mm) from the brain scans—known as voxels—respond to individual pixels. By combining all the information about the pixels from the voxels, the researchers were able to reconstruct what the test subject was looking at. The result was not a clear image, but a somewhat fuzzy speckle pattern.

To improve the performance of the model, the researchers supplied it with prior knowledge, by teaching it what the letters actually look like. The model thus compared the letters to determine which one corresponds most exactly with the speckle image, and then pushed the results of the image towards that letter. This improved the recognition of the letters enormously, resulting in an actual letter, a true reconstruction. The study was published early online on July 22, 2013, in the journal Neuroimage.

“Our approach is similar to how we believe the brain itself combines prior knowledge with sensory information. For example, you can recognize the lines and curves in this article as letters only after you have learned to read,” said senior author Marcel van Gerven, PhD. “We hope to improve the models to such an extent that we can also apply them to the working memory or to subjective experiences such as dreams or visualizations. Reconstructions indicate whether the model you have created approaches reality.”

“In our further research we will be working with a more powerful MRI scanner,” added lead author Sanne Schoenmakers, MSc, who is also working on a thesis about decoding thoughts. “Due to the higher resolution of the scanner, we hope to be able to link the model to more detailed images. We are currently linking images of letters to 1,200 voxels in the brain; with the more powerful scanner we will link images of faces to 15,000 voxels.”

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99 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (83.92333984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
105 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
106 (70.095062255859): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294748076 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
107 (85.115432739258): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294748076 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
108 (87.976455688477): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
109 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
110 (48.160552978516): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.id=294748076 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
111 (561.95259094238): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.id=294748076 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
112 (607.01370239258): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1
113 (392.91381835938): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1
114 (90.122222900391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
115 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
116 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
117 (37.193298339844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
118 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
119 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
120 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
121 (40.054321289062): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
122 (296.83113098145): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
123 (!!!!! 27932.167053223): SELECT * FROM jos_deeppockets WHERE jos_deeppockets.cat = 10 AND jos_deeppockets.type = 'deeppockets_item' AND jos_deeppockets.published = 1 AND jos_deeppockets.created + INTERVAL 14 DAY >= NOW() ORDER BY jos_deeppockets.hits DESC LIMIT 7
124 (772.95303344727): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294748076 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294748076 AND type='deeppockets_item' AND published='1' LIMIT 1
125 (!!!!! 10289.907455444): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3
126 (90.837478637695): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3
127 (52.928924560547): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1
128 (41.961669921875): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1
129 (46.968460083008): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1
130 (36.954879760742): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1
131 (377.89344787598): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1
132 (47.206878662109): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1
133 (41.961669921875): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1
134 (36.954879760742): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1
135 (710.01052856445): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
136 (534.0576171875): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
137 (51.975250244141): SELECT name FROM jos_deeppockets WHERE id=212
138 (42.915344238281): SELECT name FROM jos_deeppockets WHERE id=212
139 (761.98577880859): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
140 (665.90309143066): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
141 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
142 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
143 (!!!!! 10409.116744995): TRUNCATE TABLE jos_trademed_module
144 (152.1110534668): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294748076 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
145 (68.187713623047): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294748076 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
146 (634.90867614746): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
147 (95.129013061523): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
148 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
149 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
150 (!!!!! 1367.0921325684): SELECT jos_item.* FROM jos_item INNER JOIN jos_number ON jos_item.numberID=jos_number.id WHERE 1=1 AND (jos_item.imgMini<>'') AND jos_item.type='L' AND jos_item.numberID= ( SELECT jos_number.id FROM jos_number WHERE jos_number.journalID IN (10) and jos_number.id in (select distinct jos_number.id from jos_number join jos_item on jos_item.numberid=jos_number.id where jos_item.type='P') ORDER BY (CONVERT(SUBSTRING(issue,1,2),SIGNED) + (CONVERT(SUBSTRING(issue,3,2),SIGNED)*100)) DESC LIMIT 0,1 ) ORDER BY RAND() DESC LIMIT 6
151 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
152 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
153 (69.141387939453): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294748076 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294748076 AND type='deeppockets_item' AND published='1' LIMIT 1
154 (36.954879760742): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=212 or channel_id is null)
155 (33.855438232422): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=212 or channel_id is null)
156 (34.809112548828): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
157 (99.18212890625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
158 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294748076 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294748076 AND published='1' LIMIT 1
159 (60.796737670898): select jos_twitters.link from jos_twitters where cat=10
160 (46.968460083008): select jos_facebook.link from jos_facebook where cat=10
161 (41.961669921875): select jos_google_plus.link from jos_google_plus where cat=10
162 (38.862228393555): select jos_linkedin.link from jos_linkedin where cat=10
163 (530.00450134277): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
164 (!!!!! 1605.0338745117): insert into jos_banners_delta values (14615,'2025-06-25 08:28:07','216.73.216.120','view'),(14202,'2025-06-25 08:28:07','216.73.216.120','view'),(14203,'2025-06-25 08:28:07','216.73.216.120','view')