Artificial intelligence-based approaches to reflectance confocal microscopy image analysis in dermatology
AM Malciu, M Lupu, VM Voiculescu - Journal of Clinical Medicine, 2022 - mdpi.com
Reflectance confocal microscopy (RCM) is a non-invasive imaging method designed to
identify various skin diseases. Confocal based diagnosis may be subjective due to the …
identify various skin diseases. Confocal based diagnosis may be subjective due to the …
Automating reflectance confocal microscopy image analysis for dermatological research: a review
I Lboukili, G Stamatas… - Journal of Biomedical …, 2022 - spiedigitallibrary.org
Significance: Reflectance confocal microscopy (RCM) is a noninvasive, in vivo technology
that offers near histopathological resolution at the cellular level. It is useful in the study of …
that offers near histopathological resolution at the cellular level. It is useful in the study of …
Segmentation of cellular patterns in confocal images of melanocytic lesions in vivo via a multiscale encoder-decoder network (MED-Net)
In-vivo optical microscopy is advancing into routine clinical practice for non-invasively
guiding diagnosis and treatment of cancer and other diseases, and thus beginning to reduce …
guiding diagnosis and treatment of cancer and other diseases, and thus beginning to reduce …
An Intelligent Mechanism to Detect Multi-Factor Skin Cancer
Deep learning utilizing convolutional neural networks (CNNs) stands out among the state-of-
the-art procedures in PC-supported medical findings. The method proposed in this paper …
the-art procedures in PC-supported medical findings. The method proposed in this paper …
AK-DL: A shallow neural network model for diagnosing actinic keratosis with better performance than deep neural networks
L Wang, A Chen, Y Zhang, X Wang, Y Zhang, Q Shen… - Diagnostics, 2020 - mdpi.com
Actinic keratosis (AK) is one of the most common precancerous skin lesions, which is easily
confused with benign keratosis (BK). At present, the diagnosis of AK mainly depends on …
confused with benign keratosis (BK). At present, the diagnosis of AK mainly depends on …
Convolutional neural network approach to classify skin lesions using reflectance confocal microscopy
M Wodzinski, A Skalski, A Witkowski… - 2019 41st Annual …, 2019 - ieeexplore.ieee.org
We propose an approach based on a convolutional neural network to classify skin lesions
using the reflectance confocal microscopy (RCM) mosaics. Skin cancers are the most …
using the reflectance confocal microscopy (RCM) mosaics. Skin cancers are the most …
Deep learning on reflectance confocal microscopy improves Raman spectral diagnosis of basal cell carcinoma
Significance: Raman spectroscopy (RS) provides an automated approach for assisting Mohs
micrographic surgery for skin cancer diagnosis; however, the specificity of RS is limited by …
micrographic surgery for skin cancer diagnosis; however, the specificity of RS is limited by …
Skin strata delineation in reflectance confocal microscopy images using recurrent convolutional networks with attention
Reflectance confocal microscopy (RCM) is an effective non-invasive tool for cancer
diagnosis. However, acquiring and reading RCM images requires extensive training and …
diagnosis. However, acquiring and reading RCM images requires extensive training and …
Utilizing deep learning for dermal matrix quality assessment on in vivo line‐field confocal optical coherence tomography images
J Breugnot, P Rouaud‐Tinguely… - Skin Research and …, 2023 - Wiley Online Library
Background Line‐field confocal optical coherence tomography (LC‐OCT) is an imaging
technique providing non‐invasive “optical biopsies” with an isotropic spatial resolution of∼ …
technique providing non‐invasive “optical biopsies” with an isotropic spatial resolution of∼ …
Computer-aided diagnosis of melanoma subtypes using reflectance confocal images
A Mandal, S Priyam, HH Chan, BM Gouveia, P Guitera… - Cancers, 2023 - mdpi.com
Simple Summary Melanoma is a serious public health concern that causes significant illness
and death, especially among young adults in Australia and New Zealand. Reflectance …
and death, especially among young adults in Australia and New Zealand. Reflectance …