Search Results for author: Marawan Elbatel

Found 5 papers, 4 papers with code

Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation

1 code implementation15 Aug 2023 Qi Wu, Yuyao Zhang, Marawan Elbatel

Recent advancements in large foundation models have shown promising potential in the medical industry due to their flexible prompting capability.

Image Segmentation Medical Image Segmentation +2

Federated Model Aggregation via Self-Supervised Priors for Highly Imbalanced Medical Image Classification

1 code implementation27 Jul 2023 Marawan Elbatel, Hualiang Wang, Robert Martí, Huazhu Fu, Xiaomeng Li

Existing federated methods under highly imbalanced datasets primarily focus on optimizing a global model without incorporating the intra-class variations that can arise in medical imaging due to different populations, findings, and scanners.

Federated Learning Image Classification +2

FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image Recognition

1 code implementation27 May 2023 Marawan Elbatel, Robert Martí, Xiaomeng Li

Representational transfer from publicly available models is a promising technique for improving medical image classification, especially in long-tailed datasets with rare diseases.

Image Classification Knowledge Distillation +4

Seamless Iterative Semi-Supervised Correction of Imperfect Labels in Microscopy Images

1 code implementation5 Aug 2022 Marawan Elbatel, Christina Bornberg, Manasi Kattel, Enrique Almar, Claudio Marrocco, Alessandro Bria

We propose Seamless Iterative Semi-Supervised correction of Imperfect labels (SISSI), a new method for training object detection models with noisy and missing annotations in a semi-supervised fashion.

Image Generation Object Detection +1

Mammograms Classification: A Review

no code implementations4 Mar 2022 Marawan Elbatel

An advanced reliable low-cost form of screening method, Digital mammography has been used as an effective imaging method for breast cancer detection.

Breast Cancer Detection Classification

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