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Neuroimage October 2021 PMID 34224853

Convolutional neural networks for cytoarchitectonic brain mapping at large scale.

Christian Schiffer, Hannah Spitzer, Kai Kiwitz, Nina Unger, Konrad Wagstyl, Alan C Evans, Stefan Harmeling, Katrin Amunts, Timo Dickscheid

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Mentions

18
Peak: 9 in Jul 2021
across 2 sources since Nov 2020

Extended reach

81,564
potential audience

Total likes

31

Video views

1,304

Mentions per month

Nov 2020 – May 2022

Where it's discussed

  • X / Twitter16 posts
  • YouTube2 videos

AI synopsis

What people are saying

The overall sentiment reveals strong support and enthusiasm for the research, exemplified by phrases like 'great new read,' and 'DL facilitates high-throughput mapping,' which emphasize the innovative and impactful nature of this work. The tone demonstrates excitement about the potential applications in large-scale brain mapping and neuroscience advancements.

AgreementModerate agreement

Most discussions acknowledge the significance of using CNNs for brain mapping, showing general support for the methodology and findings.

InterestHigh interest

Posts are highly interested, referencing the innovative approach and its potential impact on neuroscience research.

EngagementModerate engagement

Some discussions delve into technical details and implications, indicating active engagement.

ImpactHigh impact

Multiple comments highlight the transformative potential of this technology for brain research and high-throughput mapping.

Abstract in brief

  • This study introduces a new automated workflow using Deep Convolutional Neural Networks (CNNs) to map cytoarchitectonic areas in large series of human brain sections, improving speed and accuracy compared to previous methods.
  • The method learns from a few annotated section images and predicts missing annotations across unannotated sections, eliminating the need for 3D reconstruction and handling artifacts effectively, making it suitable for large datasets.
  • The workflow is accessible through a web interface, enabling researchers without deep learning expertise to analyze massive brain data, paving the way for high-resolution brain mapping and better understanding of brain organization.]
Read the full abstract

Top posts

Most liked on X and Bluesky
Armin Raznahan
@bogglerapture · X

Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/e5vizd0jV1

Jul 10, 2021 · 12 likes · 4 shares · 2,212 followers View post →
BigBrain
@BigBrainProject · X

DL facilitates high-throughput cytoarchitectonic mapping in large series of histological brain sections

Jul 2, 2021 · 5 likes · 1 share · 1,167 followers View post →
Kai Kiwitz
@KaiKiwitz · X

see @brandst_and and me talk about our new subcortical brain maps @EBRAINS_eu https://t.co/lUs5rtk9wE

May 12, 2022 · 2 likes · 60 followers View post →
DeepAI
@DeepAI · X

Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale https://t.co/HW31DoT9TQ by Christian Schiffer et al. #NeuralNetwork #ConvolutionalNeuralNetwork

Nov 27, 2020 · 1 like · 54,058 followers View post →
Alex Fornito
@AFornito · X

RT @bogglerapture: Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/e5vizd0jV1

Jul 11, 2021 · 4 shares · 7,796 followers View post →
Helmholtz AI
@helmholtz_ai · X

RT @wenzel_susanne: Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale. Great new read at #neuroimage

Jul 5, 2021 · 1 share · 4,360 followers View post →

All mentions

Kai Kiwitz
@KaiKiwitz · X

see @brandst_and and me talk about our new subcortical brain maps @EBRAINS_eu https://t.co/lUs5rtk9wE

May 12, 2022 · 2 likes · 60 followers View post →
The Aegean Society
@aegeansociety · X

Araştırmacılar, metatalamusun iki farklı bölümünün hücresel yapısının yeni bir açık erişimli 3D haritasını yayınladılar. #humanbrainproject #insanbeyinprojesi https://t.co/7BPbiscBn3

Apr 2, 2022 · 463 followers View post →
UCL Discovery
@ucl_discovery · X

Open Access UCL Research: Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/XtOiKVV9U5

Aug 5, 2021 · 2,521 followers View post →
BigBrain
@BigBrainProject · X

RT @bogglerapture: Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/e5vizd0jV1

Jul 12, 2021 · 4 shares · 1,167 followers View post →
Tristan Chaplin
@chaplin_ta · X

RT @bogglerapture: Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/e5vizd0jV1

Jul 11, 2021 · 4 shares · 193 followers View post →
Alex Fornito
@AFornito · X

RT @bogglerapture: Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/e5vizd0jV1

Jul 11, 2021 · 4 shares · 7,796 followers View post →
Walid Yassin
@Wal_yas · X

RT @bogglerapture: Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/e5vizd0jV1

Jul 10, 2021 · 4 shares · 1,458 followers View post →
Armin Raznahan
@bogglerapture · X

Convolutional neural networks for cytoarchitectonic brain mapping at large scale https://t.co/e5vizd0jV1

Jul 10, 2021 · 12 likes · 4 shares · 2,212 followers View post →
Helmholtz AI
@helmholtz_ai · X

RT @wenzel_susanne: Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale. Great new read at #neuroimage

Jul 5, 2021 · 1 share · 4,360 followers View post →
MRI Papers
@mripapers · X

NI: Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale https://t.co/4lI7Z31tOL

Jul 3, 2021 · 2,412 followers View post →
Christian Schiffer
@ChristianSchif8 · X

RT @BigBrainProject: DL facilitates high-throughput cytoarchitectonic mapping in large series of histological brain sections

Jul 2, 2021 · 1 share · 23 followers View post →
BigBrain
@BigBrainProject · X

DL facilitates high-throughput cytoarchitectonic mapping in large series of histological brain sections

Jul 2, 2021 · 5 likes · 1 share · 1,167 followers View post →
Deep RL
@deep_rl · X

Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale - Christian Schiffer https://t.co/Npxi9o6YAZ

Nov 27, 2020 · 1,378 followers View post →
DeepAI
@DeepAI · X

Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale https://t.co/HW31DoT9TQ by Christian Schiffer et al. #NeuralNetwork #ConvolutionalNeuralNetwork

Nov 27, 2020 · 1 like · 54,058 followers View post →
cs.CV Papers
@arxiv_cs_cv_pr · X

Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale. Christian Schiffer, Hannah Spitzer, Kai Kiwitz, Nina Unger, Konrad Wagstyl, Alan C. Evans, Stefan Harmeling, Katrin Amunts, and Timo Dickscheid https://t.co/ep9y9WrqJi

Nov 26, 2020 · 559 followers View post →
arXiv reaDer bot (cs-CV)
@arXiv_reaDer · X

Convolutional Neural Networks for cytoarchitectonic brain mapping at large scale 大規模な細胞構築脳マッピングのための畳み込みニューラルネットワーク 2020-11-25T16:25:13+00:00 arXiv: https://t.co/ZlbkHazPbf 英/日サマリ↓ https://t.co/z5hBmUMfcr

Nov 25, 2020 · 388 followers View post →