Database skull for stroke classification

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Stroke Lesion Detection database with three type of images/classes:

  • DICOM images
  • CT cranium grayscale original images
  • Brain segmented from  CT cranium

Some approaches have been published to identify and classify stroke,  then this databaseat available in the link below.

(Click here to download)

Some papers that use this dataset. Please, cite them if o use this dataset:

SARMENTO, Róger M., VASCONCELOS, Francisco F. X., REBOUÇAS FILHO, Pedro R, WU, Wanqing, DE ALBUQUERQUE, Victor Hugo C.. Automatic neuroimage Processing and analysis in stroke—A systematic review. IEEE reviews in biomedical engineering, v. 13, p. 130-155,2019.

SARMENTO, Róger M., VASCONCELOS, Francisco F. X., REBOUCAS FILHO, Pedro P., DE ALBUQUERQUE, Victor Hugo C.. An IoT platform for the analysis of brain CT images based on Parzen analysis. Future Generation Computer Systems, v. 105, p. 135-147, 2020.

REBOUÇAS FILHO, Pedro R, SARMENTO, Róger M., HOLANDA, Gabriel B„ DE ALENCAR LIMA, Daniel. New approach to detect and classify stroke in skull CT images via analysis of brain tissue densities. Computer methods and programs in biomedicine, v. 148, p. 27-43,2017.

REBOUÇAS FILHO, Pedro P„ REBOUÇAS, Elizângela de S„ MARINHO, Leandro B„ SARMENTO, Róger M., TAVARES, João Manuel R.S., DE ALBUQUERQUE, Victor Hugo C.. Analysis of human tissue densities: A new approach to extract features from medicai images. Pattern Recognition Letters, v. 94, p. 211-218, 2017.

VASCONCELOS, Francisco F. X.; SARMENTO, Róger M.; REBOUÇAS FILHO, PedroP.; DE ALBUQUERQUE, Victor Hugo C.. Artificial intelligence techniques empowered edge-cloud architecture for brain CT image analysis. Engineering Applications of Artificial Intelligence, v. 91, p. 103585, 2020.

PEREIRA, DANILLO ROBERTO ; FILHO, PEDRO P. REBOUCAS ; DE ROSA, GUSTAVO HENRIQUE ; PAPA, JOAO PAULO ; DE ALBUQUERQUE, VICTOR HUGO C. . Stroke Lesion Detection Using Convolutional Neural Networks. In: 2018 International Joint Conference on Neural Networks (IJCNN), 2018, Rio de Janeiro. 2018 International Joint Conference on Neural Networks (IJCNN), 2018. p. 1.

REBOUÇAS, Elizângela de S.; BRAGA, Alan. M.; SARMENTO, Róger M.; MARQUES, Regis. C. R; REBOUÇAS FILHO, Pedro R. Levei set based on brain radiological densities for stroke segmentation in CT images. In: 2017 IEEE 30th International Sympo- sium on Computer-Based Medicai Systems (CBMS). IEEE, 2017. p. 391-396.

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