[HTML][HTML] A comprehensive review on multiple instance learning

S Fatima, S Ali, HC Kim - Electronics, 2023 - mdpi.com
Multiple-instance learning has become popular over recent years due to its use in some
special scenarios. It is basically a type of weakly supervised learning where the learning …

Melanoma detection by means of multiple instance learning

A Astorino, A Fuduli, P Veltri, E Vocaturo - … Sciences: Computational Life …, 2020 - Springer
We present an application to melanoma detection of a multiple instance learning (MIL)
approach, whose objective, in the binary case, is to discriminate between positive and …

Image pre-processing in computer vision systems for melanoma detection

E Vocaturo, E Zumpano, P Veltri - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
The tumors on the skin are characterized by a high mortality rate. Research is attempting the
automatic early diagnosis of melanoma, a lethal form of skin cancer, from dermoscopic …

Machine learning techniques for automated melanoma detection

E Vocaturo, D Perna, E Zumpano - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
The malignant melanoma is one of the most aggressive forms of skin cancer. Modern
Dermatology recognizes early diagnosis as a fundamental role in reducing the mortality rate …

Spherical separation with infinitely far center

A Astorino, A Fuduli - Soft Computing, 2020 - Springer
We tackle the problem of separating two finite sets of samples by means of a spherical
surface, focusing on the case where the center of the sphere is fixed. Such approach …

On the usefulness of pre-processing step in melanoma detection using multiple instance learning

E Vocaturo, E Zumpano, P Veltri - International Conference on Flexible …, 2019 - Springer
Although skin cancers, and melanoma in particular, are characterized by a high mortality
rate, on the other hand they can be effectively treated when the diagnosis is made at the …

[PDF][PDF] Melanoma detection using color and texture features in computer vision systems

A Fuduli, P Veltri, E Vocaturo… - Advances in Science …, 2019 - researchgate.net
All forms of skin cancer are becoming widespread. These forms of cancer, and melanoma in
particular, are insidious and aggressive and if not treated promptly can be lethal to humans …

DC-SMIL: a multiple instance learning solution via spherical separation for automated detection of displastyc nevi

E Vocaturo, E Zumpano, G Giallombardo… - Proceedings of the 24th …, 2020 - dl.acm.org
Among skin cancers, melanoma is the most aggressive and most lethal form. Despite these
terrible premises, an excision treatment carried out thanks to an early diagnosis is almost …

Dangerousness of dysplastic nevi: A multiple instance learning solution for early diagnosis

E Vocaturo, E Zumpano - 2019 IEEE International Conference …, 2019 - ieeexplore.ieee.org
Malignant melanoma is responsible for the highest number of deaths related to skin lesions.
However, early diagnosis may allow positive treatment of this terrible form of cancer. The …

[PDF][PDF] Multiple Instance Learning Algorithm for Medical Image Classification.

A Astorino, A Fuduli, M Gaudioso, E Vocaturo - SEBD, 2019 - ceur-ws.org
After an overview on most relevant methods for image classification, we focus on a recently
proposed Multiple Instance Learning (MIL) approach, suitable for image processing …