Differentiating Malignant from Benign Pigmented or Non-Pigmented Skin Tumours—A Pilot Study on 3D Hyperspectral Imaging of Complex Skin Surfaces and Convolutional Neural Networks

Optical Technologies for the Improvement of Skin Cancer Diagnosis: A Review

(2021) Laura Rey-Barroso et al.   SENSORS

Clinical performance of a novel hyperspectral imaging device for cutaneous melanoma and pigmented skin lesions in Caucasian skin

(2021) Gustav Boelsgaard Christensen et al.   SKIN RESEARCH AND TECHNOLOGY

Dimensionality reduction and classification for hyperspectral image based on robust supervised ISOMAP

(2021) Shengfeng Ding et al.   Journal of Industrial and Production Engineering

Reflectance confocal microscopy diagnostic accuracy for malignant melanoma in different clinical settings: systematic review and meta‐analysis

(2020) C. Pezzini et al.   JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

A Review of Noninvasive Techniques for Skin Cancer Detection in Dermatology

(2020) Haley D. Heibel et al.   AMERICAN JOURNAL OF CLINICAL DERMATOLOGY

Non-Invasive Skin Cancer Diagnosis Using Hyperspectral Imaging for In-Situ Clinical Support

(2020) Raquel Leon et al.   Journal of Clinical Medicine

Automatic diagnosis of melanoma using hyperspectral data and GoogLeNet

(2020) Ginji Hirano et al.   SKIN RESEARCH AND TECHNOLOGY

Intraoperative multispectral and hyperspectral label-free imaging: a systematic review of in vivo clinical studies

(2019) J Shapey et al.   Journal of Biophotonics

Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study

(2019) Philipp Tschandl et al.   LANCET ONCOLOGY

Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists

(2018) H A Haenssle et al.   ANNALS OF ONCOLOGY

Hyperspectral imaging system in the delineation of Ill-defined basal cell carcinomas: a pilot study

(2018) M. Salmivuori et al.   JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY

On the spectral signature of melanoma: a non-parametric classification framework for cancer detection in hyperspectral imaging of melanocytic lesions

(2018) Arturo Pardo et al.   Biomedical Optics Express

Expert-Level Diagnosis of Nonpigmented Skin Cancer by Combined Convolutional Neural Networks

(2018) Philipp Tschandl et al.   JAMA Dermatology

Usefulness of dermoscopy to improve the clinical and histopathologic diagnosis of skin cancers

(2018) Oriol Yélamos et al.   JOURNAL OF THE AMERICAN ACADEMY OF DERMATOLOGY

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Delineating Margins of Lentigo Maligna Using a Hyperspectral Imaging System

(2015) N Neittaanmäki-Perttu et al.   ACTA DERMATO-VENEREOLOGICA

Medical hyperspectral imaging: a review

(2014) Guolan Lu et al.   JOURNAL OF BIOMEDICAL OPTICS

Functional optical coherence tomography of pigmented lesions

(2014) R. Wessels et al.   JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY

A multicentre pilot study investigating high-definition optical coherence tomography in the differentiation of cutaneous melanoma and melanocytic naevi

(2014) T. Gambichler et al.   JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY

Modification of a melanoma discrimination index derived from hyperspectral data: a clinical trial conducted in 2 centers between March 2011 and December 2013

(2014) T. Nagaoka et al.   SKIN RESEARCH AND TECHNOLOGY

scikit-image: image processing in Python

(2014) Stéfan van der Walt et al.   PeerJ

Poor correlation between spectrophotometric intracutaneous analysis and histopathology in melanoma and nonmelanoma lesions

(2013) Karin Terstappen et al.   JOURNAL OF BIOMEDICAL OPTICS

Detecting field cancerization using a hyperspectral imaging system

(2013) Noora Neittaanmäki-Perttu et al.   LASERS IN SURGERY AND MEDICINE

Pilot clinical study for quantitative spectral diagnosis of non-melanoma skin cancer

(2011) Narasimhan Rajaram et al.   LASERS IN SURGERY AND MEDICINE