University of Hertfordshire

By the same authors

Pigmented skin lesions classification using convolutional neural networks

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Standard

Pigmented skin lesions classification using convolutional neural networks. / Naronglerdrit, Prasitthichai; Mporas, Iosif; Perikos, Isidoros; Paraskevas, Michael.

Proceedings of the International Conference on "Biomedical Innovations and Applications": BIA 2019. ed. / Valentina Markova; Todor Ganchev. Institute of Electrical and Electronics Engineers Inc., 2019. 8967469 (Proceedings of the International Conference on "Biomedical Innovations and Applications", BIA 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Harvard

Naronglerdrit, P, Mporas, I, Perikos, I & Paraskevas, M 2019, Pigmented skin lesions classification using convolutional neural networks. in V Markova & T Ganchev (eds), Proceedings of the International Conference on "Biomedical Innovations and Applications": BIA 2019., 8967469, Proceedings of the International Conference on "Biomedical Innovations and Applications", BIA 2019, Institute of Electrical and Electronics Engineers Inc., 2019 International Conference on Biomedical Innovations and Applications, BIA 2019, Varna, Bulgaria, 8/11/19. https://doi.org/10.1109/BIA48344.2019.8967469

APA

Naronglerdrit, P., Mporas, I., Perikos, I., & Paraskevas, M. (2019). Pigmented skin lesions classification using convolutional neural networks. In V. Markova, & T. Ganchev (Eds.), Proceedings of the International Conference on "Biomedical Innovations and Applications": BIA 2019 [8967469] (Proceedings of the International Conference on "Biomedical Innovations and Applications", BIA 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BIA48344.2019.8967469

Vancouver

Naronglerdrit P, Mporas I, Perikos I, Paraskevas M. Pigmented skin lesions classification using convolutional neural networks. In Markova V, Ganchev T, editors, Proceedings of the International Conference on "Biomedical Innovations and Applications": BIA 2019. Institute of Electrical and Electronics Engineers Inc. 2019. 8967469. (Proceedings of the International Conference on "Biomedical Innovations and Applications", BIA 2019). https://doi.org/10.1109/BIA48344.2019.8967469

Author

Naronglerdrit, Prasitthichai ; Mporas, Iosif ; Perikos, Isidoros ; Paraskevas, Michael. / Pigmented skin lesions classification using convolutional neural networks. Proceedings of the International Conference on "Biomedical Innovations and Applications": BIA 2019. editor / Valentina Markova ; Todor Ganchev. Institute of Electrical and Electronics Engineers Inc., 2019. (Proceedings of the International Conference on "Biomedical Innovations and Applications", BIA 2019).

Bibtex

@inproceedings{93a15f2af7db4d178872e2a51f7fed28,
title = "Pigmented skin lesions classification using convolutional neural networks",
abstract = "In this paper we present an architecture for classification of pigmented skin lesions from dermatoscopic images. The architecture is using image pre-processing for natural hair removal and image segmentation for extraction of the skin lesion area. The segmented images were processed by a convolutional neural network classifier. The training process was done by using the Keras and TensorFlow python packets with CUDA supported. The best performance was achieved by a convolutional neural network architecture with three convolution layers and the classification accuracy was equal to 76.83%.",
keywords = "convolutional neural network, CUDA computing, dermatoscopy, image classification",
author = "Prasitthichai Naronglerdrit and Iosif Mporas and Isidoros Perikos and Michael Paraskevas",
year = "2019",
month = nov,
doi = "10.1109/BIA48344.2019.8967469",
language = "English",
isbn = "9781728147550",
series = "Proceedings of the International Conference on "Biomedical Innovations and Applications", BIA 2019",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
editor = "Valentina Markova and Todor Ganchev",
booktitle = "Proceedings of the International Conference on {"}Biomedical Innovations and Applications{"}",
address = "United States",
note = "2019 International Conference on Biomedical Innovations and Applications, BIA 2019 ; Conference date: 08-11-2019 Through 09-11-2019",

}

RIS

TY - GEN

T1 - Pigmented skin lesions classification using convolutional neural networks

AU - Naronglerdrit, Prasitthichai

AU - Mporas, Iosif

AU - Perikos, Isidoros

AU - Paraskevas, Michael

PY - 2019/11

Y1 - 2019/11

N2 - In this paper we present an architecture for classification of pigmented skin lesions from dermatoscopic images. The architecture is using image pre-processing for natural hair removal and image segmentation for extraction of the skin lesion area. The segmented images were processed by a convolutional neural network classifier. The training process was done by using the Keras and TensorFlow python packets with CUDA supported. The best performance was achieved by a convolutional neural network architecture with three convolution layers and the classification accuracy was equal to 76.83%.

AB - In this paper we present an architecture for classification of pigmented skin lesions from dermatoscopic images. The architecture is using image pre-processing for natural hair removal and image segmentation for extraction of the skin lesion area. The segmented images were processed by a convolutional neural network classifier. The training process was done by using the Keras and TensorFlow python packets with CUDA supported. The best performance was achieved by a convolutional neural network architecture with three convolution layers and the classification accuracy was equal to 76.83%.

KW - convolutional neural network

KW - CUDA computing

KW - dermatoscopy

KW - image classification

UR - http://www.scopus.com/inward/record.url?scp=85079269023&partnerID=8YFLogxK

U2 - 10.1109/BIA48344.2019.8967469

DO - 10.1109/BIA48344.2019.8967469

M3 - Conference contribution

SN - 9781728147550

T3 - Proceedings of the International Conference on "Biomedical Innovations and Applications", BIA 2019

BT - Proceedings of the International Conference on "Biomedical Innovations and Applications"

A2 - Markova, Valentina

A2 - Ganchev, Todor

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2019 International Conference on Biomedical Innovations and Applications, BIA 2019

Y2 - 8 November 2019 through 9 November 2019

ER -