AnyStar: Domain randomized universal star-convex 3D instance segmentation
Star-convex shapes arise across bio-microscopy and radiology in the form of nuclei,
nodules, metastases, and other units. Existing instance segmentation networks for such …
nodules, metastases, and other units. Existing instance segmentation networks for such …
Boundary-weighted logit consistency improves calibration of segmentation networks
Neural network prediction probabilities and accuracy are often only weakly-correlated.
Inherent label ambiguity in training data for image segmentation aggravates such …
Inherent label ambiguity in training data for image segmentation aggravates such …
Dynamic Neural Fields for Learning Atlases of 4D Fetal MRI Time-series
We present a method for fast biomedical image atlas construction using neural fields.
Atlases are key to biomedical image analysis tasks, yet conventional and deep network …
Atlases are key to biomedical image analysis tasks, yet conventional and deep network …
Consistency Regularization Improves Placenta Segmentation in Fetal EPI MRI Time Series
The placenta plays a crucial role in fetal development. Automated 3D placenta segmentation
from fetal EPI MRI holds promise for advancing prenatal care. This paper proposes an …
from fetal EPI MRI holds promise for advancing prenatal care. This paper proposes an …
Methods of Increasing Training Data for a 3D Neural Network for Alzheimer's Disease Diagnosis
VO Yachnaya, MA Mikhalkova - 2024 Wave Electronics and its …, 2024 - ieeexplore.ieee.org
Alzheimer's disease (AD) is the most common cause of dementia among older adults. As it is
associated with brain cell death and mass losses, deep learning and computer vision are …
associated with brain cell death and mass losses, deep learning and computer vision are …
[PDF][PDF] Supplementary Material AnyStar: Domain randomized universal star-convex 3D instance segmentation
Supplementary Material AnyStar: Domain randomized universal star-convex 3D instance
segmentation Page 1 Supplementary Material AnyStar: Domain randomized universal star-convex …
segmentation Page 1 Supplementary Material AnyStar: Domain randomized universal star-convex …