Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations...
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![Page 1: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/1.jpg)
Article overview by Ilya Kuzovkin
Umut Güclü and Marcel A. J. van Gerven
Computational Neuroscience Seminar University of Tartu
2015
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 2: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/2.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 3: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/3.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
…
pixels
classes
Linear
“spider”
“cat”
![Page 4: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/4.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
…
pixels
classes
… hidden layer
Non-linear
“cat”
“spider”
![Page 5: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/5.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
…
pixels
classes
… hidden layer… hidden layer
Deep
“cat”
“spider”
![Page 6: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/6.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
“spider”
“cat”important
feature
![Page 7: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/7.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
“spider”
important feature
RUN!
“cat”
![Page 8: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/8.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
“spider”
important feature
RUN! Convolutional filter
“cat”
![Page 9: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/9.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
Convolutional (and pooling) layer
![Page 10: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/10.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
…
pixels
classes
… hidden layer… hidden layer
… convolutional layer
Deep Convolutional Neural Network
“cat”
“spider”
![Page 11: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/11.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 12: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/12.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 13: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/13.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 14: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/14.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
Matthew D. Zeiler, Rob Fergus Visualizing and Understanding Convolutional Networks 2013
![Page 15: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/15.jpg)
Matthew D. Zeiler, Rob Fergus Visualizing and Understanding Convolutional Networks 2013
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 16: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/16.jpg)
Matthew D. Zeiler, Rob Fergus Visualizing and Understanding Convolutional Networks 2013
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 17: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/17.jpg)
Matthew D. Zeiler, Rob Fergus Visualizing and Understanding Convolutional Networks 2013
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 18: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/18.jpg)
Matthew D. Zeiler, Rob Fergus Visualizing and Understanding Convolutional Networks 2013
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 19: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/19.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 20: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/20.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
Two-stream hypothesis
![Page 21: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/21.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 22: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/22.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 23: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/23.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 24: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/24.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 25: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/25.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 26: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/26.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 27: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/27.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
?
![Page 28: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/28.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 29: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/29.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 30: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/30.jpg)
![Page 31: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/31.jpg)
![Page 32: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/32.jpg)
96 x 37x 37 = 131,424
![Page 33: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/33.jpg)
96 x 37x 37 = 131,424
![Page 34: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/34.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
![Page 35: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/35.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
![Page 36: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/36.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
![Page 37: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/37.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
![Page 38: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/38.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
Train linear regression
model
![Page 39: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/39.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
Train linear regression
model
Test it
![Page 40: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/40.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
Train linear regression
model
Test it r = 0.22
![Page 41: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/41.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
Train linear regression
model
Test it r = 0.22
Train linear regression
model
Test it
![Page 42: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/42.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
Train linear regression
model
Test it r = 0.22
Train linear regression
model
Test it r = 0.67
![Page 43: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/43.jpg)
96 x 37x 37 = 131,424256 x 17x 17 = 73,984
Train linear regression
model
Test it r = 0.22
Train linear regression
model
Test it r = 0.67
![Page 44: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/44.jpg)
Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
![Page 45: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/45.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
![Page 46: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/46.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... . 1888
![Page 47: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/47.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... . 1888
![Page 48: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/48.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
![Page 49: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/49.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
deconvolution.
![Page 50: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/50.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
deconvolution.Low Mid High• blob • contrast • edge
• contour • shape • texture
• pattern • object • object part
human-assigned to 9 categories
![Page 51: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/51.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
deconvolution.Low Mid High• blob • contrast • edge
• contour • shape • texture
• pattern • object • object part
human-assigned to 9 categories
1. Divide 1888 neurons into 9 categories
![Page 52: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/52.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
deconvolution.Low Mid High• blob • contrast • edge
• contour • shape • texture
• pattern • object • object part
human-assigned to 9 categories
1. Divide 1888 neurons into 9 categories
!2. Predict activity of each voxel
from group-by-group
![Page 53: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/53.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
deconvolution.Low Mid High• blob • contrast • edge
• contour • shape • texture
• pattern • object • object part
human-assigned to 9 categories
1. Divide 1888 neurons into 9 categories
!2. Predict activity of each voxel
from group-by-group !3. For each voxel find the
group, which best predicts voxel’s activity
![Page 54: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/54.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
deconvolution.Low Mid High• blob • contrast • edge
• contour • shape • texture
• pattern • object • object part
human-assigned to 9 categories
1. Divide 1888 neurons into 9 categories
!2. Predict activity of each voxel
from group-by-group !3. For each voxel find the
group, which best predicts voxel’s activity
!4. Assign each of 1888 DNN
neurons to a visual layer: V1, V2, V4, LO
![Page 55: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/55.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
…ImageNet validation set
... ..
1888
deconvolution.Low Mid High• blob • contrast • edge
• contour • shape • texture
• pattern • object • object part
human-assigned to 9 categories
1. Divide 1888 neurons into 9 categories
!2. Predict activity of each voxel
from group-by-group !3. For each voxel find the
group, which best predicts voxel’s activity
!4. Assign each of 1888 DNN
neurons to a visual layer: V1, V2, V4, LO
!5. Map visual layers to
categories
![Page 56: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/56.jpg)
NEXT COOL THING: CATEGORIES OF FEATURES
![Page 57: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/57.jpg)
OTHER RESULTS
Correlation between predicted responses between pairs of voxel groups
![Page 58: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/58.jpg)
OTHER RESULTS
Selectivity of visual areas to feature maps of varying complexity
![Page 59: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/59.jpg)
OTHER RESULTS
Distribution of the receptive field centers
![Page 60: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/60.jpg)
OTHER RESULTS
Biclustering of voxels and feature maps
![Page 61: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/61.jpg)
SUMMARY
![Page 62: Article overview: Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream](https://reader031.fdocuments.us/reader031/viewer/2022021814/58f1ac9f1a28abfc2c8b456d/html5/thumbnails/62.jpg)
An intracranial dataset we have. How to repeat the result?
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An intracranial dataset we have. How to repeat the result?
vs.