Using deep learning for an automatic detection and classification of the vascular bifurcations along the Circle of Willis
Most of the intracranial aneurysms (ICA) occur on a specific portion of the cerebral vascular
tree named the Circle of Willis (CoW). More particularly, they mainly arise onto fifteen of the …
tree named the Circle of Willis (CoW). More particularly, they mainly arise onto fifteen of the …
Automatic classification of the cerebral vascular bifurcations using dimensionality reduction and machine learning
This paper presents a method for the automatic labeling of vascular bifurcations along the
Circle of Willis (CoW) in 3D images. Our automatic labeling process uses machine learning …
Circle of Willis (CoW) in 3D images. Our automatic labeling process uses machine learning …
Comparing Autoencoder to Geometrical Features for Vascular Bifurcations Identification
The cerebrovascular tree is a complex anatomical structure that plays a crucial role in the
brain irrigation. A precise identification of the bifurcations in the vascular network is essential …
brain irrigation. A precise identification of the bifurcations in the vascular network is essential …
[PDF][PDF] Using deep learning for an automatic
Most of the intracranial aneurysms (ICA) occur on a specific portion of the cerebral vascular
tree named the Circle of Willis (CoW). More particularly, they mainly arise onto fifteen of the …
tree named the Circle of Willis (CoW). More particularly, they mainly arise onto fifteen of the …
[PDF][PDF] Neuroscience Informatics
In this paper, we apply the proposed method to 50 human brain vascular trees imaged via
Magnetic Resonance Angiography (MRA). The constructed classifiers were evaluated using …
Magnetic Resonance Angiography (MRA). The constructed classifiers were evaluated using …
[PDF][PDF] Arterial tree classification: can feature selection improve the machine learning algorithms' performances?
A complete cerebral vascular atlas may be needed to understand various brain functions or
diseases of unexpected complexity. The construction of an atlas representing the vascular …
diseases of unexpected complexity. The construction of an atlas representing the vascular …