[HTML][HTML] Deep learning in computational dermatopathology of melanoma: A technical systematic literature review

D Sauter, G Lodde, F Nensa, D Schadendorf… - Computers in biology …, 2023 - Elsevier
Deep learning (DL) has become one of the major approaches in computational
dermatopathology, evidenced by a significant increase in this topic in the current literature …

Deep learning for skin melanocytic tumors in whole-slide images: A systematic review

A Mosquera-Zamudio, L Launet, Z Tabatabaei… - Cancers, 2022 - mdpi.com
Simple Summary Deep learning (DL) is expanding into the surgical pathology field and
shows promising outcomes in diminishing subjective interpretations, especially in …

Detection and localization of melanoma skin cancer in histopathological whole slide images

N Kanwal, R Amundsen, H Hardardottir… - 2023 31st European …, 2023 - ieeexplore.ieee.org
If melanoma is diagnosed and treated in its early stages can increase the survival rate. A
projected increase in skin cancer incidents and a shortage of dermatopathologists have …

Diagnostic and prognostic deep learning applications for histological assessment of cutaneous melanoma

SR Grant, TW Andrew, EV Alvarez, WJ Huss, G Paragh - Cancers, 2022 - mdpi.com
Simple Summary Melanoma is one of the most common malignancies in the United States.
For the diagnosis of melanoma, histology images are examined by a trained pathologist …

Coarse-to-fine feature representation based on deformable partition attention for melanoma identification

D Zhang, J Yang, S Du, H Han, Y Ge, L Zhu, C Li… - Pattern Recognition, 2023 - Elsevier
In the histopathological melanoma image diagnosis system, manual identification of super-
scale slides with dense cells is tedious, time-consuming, and subjective. To deal with this …

STNet: shape and texture joint learning through two-stream network for knowledge-guided image recognition

X Wang, H Han, M Xu, S Li, D Zhang, S Du… - Frontiers in …, 2023 - frontiersin.org
Introduction The human brain processes shape and texture information separately through
different neurons in the visual system. In intelligent computer-aided imaging diagnosis, pre …