Search Results for author: Arash Harirpoush

Found 2 papers, 2 papers with code

Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical Segmentation

1 code implementation5 Feb 2024 Arash Harirpoush, Amirhossein Rasoulian, Marta Kersten-Oertel, Yiming Xiao

We conduct the first systematic benchmark study for variants of 3D U-shaped models (3DUNet, STUNet, AttentionUNet, SwinUNETR, FocalSegNet, and a novel 3D SwinUnet with four variants) with a focus on CT-based anatomical segmentation for thoracic surgery.

Benchmarking Image Segmentation +3

Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNet

1 code implementation6 Aug 2023 Amirhossein Rasoulian, Arash Harirpoush, Soorena Salari, Yiming Xiao

In the paper, we propose FocalSegNet, a novel 3D focal modulation UNet, to detect an aneurysm and offer an initial, coarse segmentation of it from time-of-flight MRA image patches, which is further refined with a dense conditional random field (CRF) post-processing layer to produce a final segmentation map.

Image Segmentation Learning with coarse labels +5

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