Detection of abnormal brain in MRI via improved AlexNet and ELM optimized by chaotic bat algorithm
Publication type: Journal Article
Publication date: 2020-06-13
scimago Q1
SJR: 1.102
CiteScore: 11.7
Impact factor: —
ISSN: 09410643, 14333058
Artificial Intelligence
Software
Abstract
Computer-aided diagnosis system is becoming a more and more important tool in clinical treatment, which can provide a verification of the doctors’ decisions. In this paper, we proposed a novel abnormal brain detection method for magnetic resonance image. Firstly, a pre-trained AlexNet was modified with batch normalization layers and trained on our brain images. Then, the last several layers were replaced with an extreme learning machine. A searching method was proposed to find the best number of layers to be replaced. Finally, the extreme learning machine was optimized by chaotic bat algorithm to obtain better classification performance. Experiment results based on 5 × hold-out validation revealed that our method achieved state-of-the-art performance.
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Metrics
202
Total citations:
202
Citations from 2024:
84
(41.59%)
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GOST
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Lu S. et al. Detection of abnormal brain in MRI via improved AlexNet and ELM optimized by chaotic bat algorithm // Neural Computing and Applications. 2020. Vol. 33. No. 17. pp. 10799-10811.
GOST all authors (up to 50)
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Lu S., Wang S., Zhang Y. Detection of abnormal brain in MRI via improved AlexNet and ELM optimized by chaotic bat algorithm // Neural Computing and Applications. 2020. Vol. 33. No. 17. pp. 10799-10811.
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RIS
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TY - JOUR
DO - 10.1007/s00521-020-05082-4
UR - https://doi.org/10.1007/s00521-020-05082-4
TI - Detection of abnormal brain in MRI via improved AlexNet and ELM optimized by chaotic bat algorithm
T2 - Neural Computing and Applications
AU - Lu, Siyuan
AU - Wang, Shui-Hua
AU - Zhang, Yudong
PY - 2020
DA - 2020/06/13
PB - Springer Nature
SP - 10799-10811
IS - 17
VL - 33
SN - 0941-0643
SN - 1433-3058
ER -
Cite this
BibTex (up to 50 authors)
Copy
@article{2020_Lu,
author = {Siyuan Lu and Shui-Hua Wang and Yudong Zhang},
title = {Detection of abnormal brain in MRI via improved AlexNet and ELM optimized by chaotic bat algorithm},
journal = {Neural Computing and Applications},
year = {2020},
volume = {33},
publisher = {Springer Nature},
month = {jun},
url = {https://doi.org/10.1007/s00521-020-05082-4},
number = {17},
pages = {10799--10811},
doi = {10.1007/s00521-020-05082-4}
}
Cite this
MLA
Copy
Lu, Siyuan, et al. “Detection of abnormal brain in MRI via improved AlexNet and ELM optimized by chaotic bat algorithm.” Neural Computing and Applications, vol. 33, no. 17, Jun. 2020, pp. 10799-10811. https://doi.org/10.1007/s00521-020-05082-4.