Deep learning ensembles for melanoma recognition in dermoscopy images

NCF Codella, QB Nguyen, S Pankanti… - IBM Journal of …, 2017 - ieeexplore.ieee.org
… segmentation and classification of melanoma from dermoscopic images of skin. The method
was evaluated on the largest public benchmark for melanoma recognition available. New …

Automated melanoma recognition in dermoscopy images via very deep residual networks

L Yu, H Chen, Q Dou, J Qin… - … on medical imaging, 2016 - ieeexplore.ieee.org
melanoma and non-melanoma lesions, and the existence of many artifacts in the image.
In order to meet these challenges, we propose a novel method for melanoma recognition by …

Melanoma recognition in dermoscopy images via aggregated deep convolutional features

Z Yu, X Jiang, F Zhou, J Qin, D Ni… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
image, respectively. Nevertheless, these kinds of aggregated deep representations have not
yet been exploited in dermoscopy images for melanoma recognition… a melanoma. Our study …

Aggregating deep convolutional features for melanoma recognition in dermoscopy images

Z Yu, X Jiang, T Wang, B Lei - Machine Learning in Medical Imaging: 8th …, 2017 - Springer
… automated melanoma recognition in dermoscorpy images, … variations between melanoma
and non-melanoma (benign). … Specifically, the deep representations of a dermoscopy image

Deep learning, sparse coding, and SVM for melanoma recognition in dermoscopy images

N Codella, J Cai, M Abedini, R Garnavi… - … in medical imaging, 2015 - Springer
… This work presents an approach for melanoma recognition in dermoscopy images that … to
draw analogies between observations in dermoscopic images and observations in the natural …

An integrated and interactive decision support system for automated melanoma recognition of dermoscopic images

MM Rahman, P Bhattacharya - Computerized Medical Imaging and …, 2010 - Elsevier
… the automated melanoma recognition of the dermoscopic images based on image retrieval
… cases as well as predicting the image categories (eg, melanoma, benign and dysplastic nevi…

An overview of melanoma detection in dermoscopy images using image processing and machine learning

NK Mishra, ME Celebi - arXiv preprint arXiv:1601.07843, 2016 - arxiv.org
… In this paper, we provide an overview of computerized detection of melanoma in dermoscopy
images. First, we discuss the various aspects of lesion segmentation. Then, we provide a …

Melanoma diagnosis using deep learning techniques on dermatoscopic images

MF Jojoa Acosta, LY Caballero Tovar… - … Medical Imaging, 2021 - Springer
Background Melanoma has become more widespread over the past 30 years and early
detection is a major factor in reducing mortality rates associated with this type of skin cancer. …

Detection of melanoma skin cancer in dermoscopy images

K Eltayef, Y Li, X Liu - Journal of physics: conference series, 2017 - iopscience.iop.org
… method for skin cancer detection on dermoscopy images. First, the image is pre-processed …
An approach to the detection of melanoma skin cancer from dermoscopy images has been …

Limitations of dermoscopy in the recognition of melanoma

H Skvara, L Teban, M Fiebiger, M Binder… - Archives of …, 2005 - jamanetwork.com
… The dermoscopic images included in this study were taken from patients who were …
Both institutions offer a specialized unit equipped with a digital dermoscopic imaging system (…