Explainable concept mappings of MRI: Revealing the mechanisms underlying deep learning-based brain disease classification

被引：0

作者：

Tinauer, Christian ^{[1
]}

Damulina, Anna ^{[1
]}

Sackl, Maximilian ^{[1
]}

Soellradl, Martin ^{[2
]}

Achtibat, Reduan ^{[3
]}

Dreyer, Maximilian ^{[1
]}

Pahde, Frederik ^{[3
]}

Lapuschkin, Sebastian ^{[3
]}

Schmidt, Reinhold ^{[1
]}

Ropele, Stefan ^{[1
]}

Samek, Wojciech ^{[3
,4
,5
]}

Langkammer, Christian ^{[1
]}

机构：

[1] Department of Neurology, Medical University of Graz, Graz,8036, Austria

[2] Department of Radiology and Radiological Sciences, Monash University, Victoria,3800, Australia

[3] Fraunhofer Heinrich Hertz Institute, Berlin,10587, Germany

[4] Technische Universität Berlin, Berlin,10623, Germany

[5] BIFOLD, Berlin Institute for the Foundations of Learning and Data, Berlin,10587, Germany

来源：

arXiv |

关键词：

D O I：

暂无

中图分类号：

学科分类号：

摘要：

Backpropagation - Brain - Computer aided diagnosis - Convolutional neural networks - Image segmentation

引用

共 50 条

[31] A Deep Learning-Based Framework for Automatic Brain Tumors Classification Using Transfer Learning
Arshia Rehman
Saeeda Naz
Muhammad Imran Razzak
Faiza Akram
Muhammad Imran
Circuits, Systems, and Signal Processing, 2020, 39 : 757 - 775
[32] Making Deep Learning-Based Predictions for Credit Scoring Explainable
Dastile, Xolani
Celik, Turgay
IEEE ACCESS, 2021, 9 : 50426 - 50440
[33] Interactive Deep Learning for Explainable Retinal Disease Image Classification
Vasquez, Mariana
Shakya, Suhev
Wang, Yiyang
Furst, Jacob
Tchoua, Roselyne
Raicu, Daniela
MEDICAL IMAGING 2022: IMAGE PROCESSING, 2022, 12032
[34] Deep learning-based methods may minimize GBCA dosage in brain MRI
Luo, Huanyu
Zhang, Tao
Gong, Nan-Jie
Tamir, Jonthan
Venkata, Srivathsa Pasumarthi
Xu, Cheng
Duan, Yunyun
Zhou, Tao
Zhou, Fuqing
Zaharchuk, Greg
Xue, Jing
Liu, Yaou
EUROPEAN RADIOLOGY, 2021, 31 (09) : 6419 - 6428
[35] Deep learning-based convolutional neural network for intramodality brain MRI synthesis
Osman, Alexander F., I
Tamam, Nissren M.
JOURNAL OF APPLIED CLINICAL MEDICAL PHYSICS, 2022, 23 (04):
[36] Deep Learning-Based Concept Detection in vitrivr
Rossetto, Luca
Parian, Mahnaz Amiri
Gasser, Ralph
Giangreco, Ivan
Heller, Silvan
Schuldt, Heiko
MULTIMEDIA MODELING, MMM 2019, PT II, 2019, 11296 : 616 - 621
[37] Background selection schema on deep learning-based classification of dermatological disease
Zhou, Jiancun
Wu, Zheng
Jiang, Zixi
Huang, Kai
Guo, Kehua
Zhao, Shuang
COMPUTERS IN BIOLOGY AND MEDICINE, 2022, 149
[38] A Lightweight Deep Learning-Based Model for Tomato Leaf Disease Classification
Ullah, Naeem
Khan, Javed Ali
Almakdi, Sultan
Alshehri, Mohammed S.
Al Qathrady, Mimonah
Aldakheel, Eman Abdullah
Khafaga, Doaa Sami
CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 77 (03): : 3969 - 3992
[39] Deep learning-based ultrasonographic classification of canine chronic kidney disease
Yu, Heejung
Lee, In-Gyu
Oh, Jun-Young
Kim, Jaehwan
Jeong, Ji-Hoon
Eom, Kidong
FRONTIERS IN VETERINARY SCIENCE, 2024, 11
[40] Systematic study on deep learning-based plant disease detection or classification
C. K. Sunil
C. D. Jaidhar
Nagamma Patil
Artificial Intelligence Review, 2023, 56 : 14955 - 15052

← 1 2 3 4 5 →