Deep neural network models for computational histopathology: A survey

CL Srinidhi, O Ciga, AL Martel - Medical image analysis, 2021 - Elsevier
Histopathological images contain rich phenotypic information that can be used to monitor
underlying mechanisms contributing to disease progression and patient survival outcomes …

A survey on deep learning in medical image analysis

G Litjens, T Kooi, BE Bejnordi, AAA Setio, F Ciompi… - Medical image …, 2017 - Elsevier
Deep learning algorithms, in particular convolutional networks, have rapidly become a
methodology of choice for analyzing medical images. This paper reviews the major deep …

[HTML][HTML] Cellvit: Vision transformers for precise cell segmentation and classification

F Hörst, M Rempe, L Heine, C Seibold, J Keyl… - Medical Image …, 2024 - Elsevier
Nuclei detection and segmentation in hematoxylin and eosin-stained (H&E) tissue images
are important clinical tasks and crucial for a wide range of applications. However, it is a …

Medical image analysis based on deep learning approach

M Puttagunta, S Ravi - Multimedia tools and applications, 2021 - Springer
Medical imaging plays a significant role in different clinical applications such as medical
procedures used for early detection, monitoring, diagnosis, and treatment evaluation of …

A review of image analysis and machine learning techniques for automated cervical cancer screening from pap-smear images

W William, A Ware, AH Basaza-Ejiri… - Computer methods and …, 2018 - Elsevier
Abstract Background and Objective Early diagnosis and classification of a cancer type can
help facilitate the subsequent clinical management of the patient. Cervical cancer ranks as …

Micro-Net: A unified model for segmentation of various objects in microscopy images

SEA Raza, L Cheung, M Shaban, S Graham… - Medical image …, 2019 - Elsevier
Object segmentation and structure localization are important steps in automated image
analysis pipelines for microscopy images. We present a convolution neural network (CNN) …

Donet: Deep de-overlap** network for cytology instance segmentation

H Jiang, R Zhang, Y Zhou, Y Wang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Cell instance segmentation in cytology images has significant importance for biology
analysis and cancer screening, while remains challenging due to 1) the extensive …