Zobrazeno 1 - 10
of 45
pro vyhledávání: '"Garbi, Rafeef"'
Simplicity bias poses a significant challenge in neural networks, often leading models to favor simpler solutions and inadvertently learn decision rules influenced by spurious correlations. This results in biased models with diminished generalizabili
Externí odkaz:
http://arxiv.org/abs/2411.00711
Continual Learning (CL) is crucial for enabling networks to dynamically adapt as they learn new tasks sequentially, accommodating new data and classes without catastrophic forgetting. Diverging from conventional perspectives on CL, our paper introduc
Externí odkaz:
http://arxiv.org/abs/2407.08609
Skin lesion segmentation (SLS) plays an important role in skin lesion analysis. Vision transformers (ViTs) are considered an auspicious solution for SLS, but they require more training data compared to convolutional neural networks (CNNs) due to thei
Externí odkaz:
http://arxiv.org/abs/2307.13897
Despite its clinical utility, medical image segmentation (MIS) remains a daunting task due to images' inherent complexity and variability. Vision transformers (ViTs) have recently emerged as a promising solution to improve MIS; however, they require
Externí odkaz:
http://arxiv.org/abs/2307.02100
Deep learning models have achieved great success in automating skin lesion diagnosis. However, the ethnic disparity in these models' predictions, where lesions on darker skin types are usually underrepresented and have lower diagnosis accuracy, recei
Externí odkaz:
http://arxiv.org/abs/2208.10013
Autor:
Hussain, Mohammad Arafat, Mirikharaji, Zahra, Momeny, Mohammad, Marhamati, Mahmoud, Neshat, Ali Asghar, Garbi, Rafeef, Hamarneh, Ghassan
Publikováno v:
In Computerized Medical Imaging and Graphics December 2022 102
Publikováno v:
In Ultrasound in Medicine & Biology September 2021 47(9):2713-2722
Publikováno v:
In Computerized Medical Imaging and Graphics June 2021 90
Publikováno v:
IEEE Transactions on Medical Imaging; November 2024, Vol. 43 Issue: 11 p3767-3779, 13p
Publikováno v:
In Ultrasound in Medicine & Biology January 2021 47(1):139-153