Aortic KD former: aortic multiclass segmentation using SegFormer via knowledge distillation

In this paper, we investigate the effectiveness of knowledge distillation for semantic segmentation of aortic structures using deep learning models. We employ SegFormer B5 as the teacher model and SegFormer B0 as the student model. Knowledge distillation is applied through three methods: output-base...

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Bibliographic Details
Main Authors: Nancy Mohamed Soliman, Medhat Awadalla, Mohamed Elhelw, Mustafa Elattar
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/adca84
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