Global-Local attention network with multi-task uncertainty loss for abnormal lymph node detection in MR images
Accurate and reliable detection of abnormal lymph nodes in magnetic resonance (MR)
images is very helpful for the diagnosis and treatment of numerous diseases. However, it is …
images is very helpful for the diagnosis and treatment of numerous diseases. However, it is …
Evaluation of mediastinal lymph node segmentation of heterogeneous CT data with full and weak supervision
Accurate lymph node size estimation is critical for staging cancer patients, initial therapeutic
management, and assessing response to therapy. Current standard practice for quantifying …
management, and assessing response to therapy. Current standard practice for quantifying …
Machine learning for evolutive lymphoma and residual masses recognition in whole body diffusion weighted magnetic resonance images
R Ferjaoui, MA Cherni, S Boujnah, NEH Kraiem… - Computer Methods and …, 2021 - Elsevier
Background: After the treatment of the patients with malignant lymphoma, there may persist
lesions that must be labeled either as evolutive lymphoma requiring new treatments or as …
lesions that must be labeled either as evolutive lymphoma requiring new treatments or as …
Automated mapping and N-Staging of thoracic lymph nodes in contrast-enhanced CT scans of the chest using a fully convolutional neural network
AI Iuga, T Lossau, LL Caldeira, M Rinneburger… - European Journal of …, 2021 - Elsevier
Purpose To develop a deep-learning (DL)-based approach for thoracic lymph node (LN)
mapping based on their anatomical location. Method The training-and validation-dataset …
mapping based on their anatomical location. Method The training-and validation-dataset …
Complete fully automatic segmentation and 3-dimensional measurement of mediastinal lymph nodes for a new response evaluation criteria for solid tumors
We aimed to automatically detect and segment mediastinal lymph nodes, and to establish
an objective method and reliable new response evaluation criteria to monitor the …
an objective method and reliable new response evaluation criteria to monitor the …