… fusion imaging ensemble for targeted sentinel lymph node management: initial results of an innovative promising approach for anatomically difficult lymphatic …
S Maza, M Taupitz, K Taymoorian, KJ Winzer… - … and Molecular Imaging, 2007 - Springer
… the use of sentinel lymph node biopsy (SLNB) in the management of a variety of … lymph
node groups with high accuracy and minimal morbidity, sparing patients an elective lymph node …
node groups with high accuracy and minimal morbidity, sparing patients an elective lymph node …
Predicting of sentinel lymph node status in breast cancer patients with clinically negative nodes: A validation study
… Sentinel lymph node … sentinel lymph nodes positivity prediction for clinically negative
patients. We tested it on 993 patients referred to our institute characterized by sentinel lymph node …
patients. We tested it on 993 patients referred to our institute characterized by sentinel lymph node …
Value of the application of CE-MRI radiomics and machine learning in preoperative prediction of sentinel lymph node metastasis in breast cancer
Y Zhu, L Yang, H Shen - Frontiers in Oncology, 2021 - frontiersin.org
… Meanwhile, the combined model showed better performance in sentinel lymph node
metastasis (SLNM) prediction and achieved a higher AUC (0.88) in the validation set. …
metastasis (SLNM) prediction and achieved a higher AUC (0.88) in the validation set. …
Sentinel lymph node mapping in patients with breast cancer using a photoacoustic/ultrasound dual-modality imaging system with carbon nanoparticles as the contrast …
L Gu, H Deng, Y Bai, J Gao, X Wang, T Yue… - Biomedical Optics …, 2023 - opg.optica.org
… The network consisted of 24 convolution (Conv) layers and 2 fully connected (FC) layers,
with some Conv layers and FC layers constructing ensembles of residual modules. The object …
with some Conv layers and FC layers constructing ensembles of residual modules. The object …
[HTML][HTML] Deep learning to predict breast cancer sentinel lymph node status on INSEMA histological images
F Marmé, E Krieghoff-Henning, B Gerber… - European Journal of …, 2023 - Elsevier
… Axillary lymph node status constitutes an important prognostic factor, particularly in luminal
… ‘Traditional’ axillary dissection has been abandoned in favour of sentinel lymph node (SLN) …
… ‘Traditional’ axillary dissection has been abandoned in favour of sentinel lymph node (SLN) …
Deep active learning framework for lymph node metastasis prediction in medical support system
Q Zhuang, Z Dai, J Wu - Computational Intelligence and …, 2022 - Wiley Online Library
… spread by histopathological analysis of sentinel axillary lymph nodes is an important part
of … on high-dimensional image data. William et al. [22] used an ensemble-based method to …
of … on high-dimensional image data. William et al. [22] used an ensemble-based method to …
New developments in imaging for sentinel lymph node biopsy in early-stage oral cavity squamous cell carcinoma
R Mahieu, JS de Maar, ER Nieuwenhuis, R Deckers… - Cancers, 2020 - mdpi.com
… sentinel lymph node imaging, occult lymph node … of sentinel lymph node biopsy, in
early-stage oral cancer, to a higher level. This review evaluates novel sentinel lymph node imaging …
early-stage oral cancer, to a higher level. This review evaluates novel sentinel lymph node imaging …
From detection of individual metastases to classification of lymph node status at the patient level: the camelyon17 challenge
P Bandi, O Geessink, Q Manson… - … on medical imaging, 2018 - ieeexplore.ieee.org
… Of these patients we collected glass slides of H&E-stained sentinel lymph nodes. … ensembles
but only 2 teams, team 4 and 12 used fundamentally different networks in their ensembles. …
but only 2 teams, team 4 and 12 used fundamentally different networks in their ensembles. …
A meta-analysis of the diagnostic performance of machine learning-based MRI in the prediction of axillary lymph node metastasis in breast cancer patients
C Chen, Y Qin, H Chen, D Zhu, F Gao, X Zhou - Insights into Imaging, 2021 - Springer
… lymph node metastasis (ALNM), ALND might not confer a survival advantage [4]. Sentinel
lymph node … Multiple ML models should be used in clinical routine in order that the ensemble …
lymph node … Multiple ML models should be used in clinical routine in order that the ensemble …
A novel attention fusion network-based framework to ensemble the predictions of CNNs for lymph node metastasis detection
C Rane, R Mehrotra, S Bhattacharyya… - The Journal of …, 2021 - Springer
… In this study, a novel ensemble-based framework is proposed for the classification of lymph
node … -based ensemble learning framework is proposed (ensemble-AFN) for classification of …
node … -based ensemble learning framework is proposed (ensemble-AFN) for classification of …
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