Search Results for author: Mahsa Ghorbani

Found 5 papers, 4 papers with code

Intelligent Masking: Deep Q-Learning for Context Encoding in Medical Image Analysis

1 code implementation25 Mar 2022 Mojtaba Bahrami, Mahsa Ghorbani, Nassir Navab

We show that training the agent against the prediction model can significantly improve the semantic features extracted for downstream classification tasks.

Q-Learning Self-Supervised Learning

GKD: Semi-supervised Graph Knowledge Distillation for Graph-Independent Inference

1 code implementation8 Apr 2021 Mahsa Ghorbani, Mojtaba Bahrami, Anees Kazi, Mahdieh SoleymaniBaghshah, Hamid R. Rabiee, Nassir Navab

The soft pseudo-labels are then used to train a deep student network for disease prediction of unseen test data for which the graph modality is unavailable.

Disease Prediction graph construction +1

RA-GCN: Graph Convolutional Network for Disease Prediction Problems with Imbalanced Data

1 code implementation27 Feb 2021 Mahsa Ghorbani, Anees Kazi, Mahdieh Soleymani Baghshah, Hamid R. Rabiee, Nassir Navab

This is accomplished by associating a graph-based neural network to each class, which is responsible for weighting the class samples and changing the importance of each sample for the classifier.

Disease Prediction Node Classification

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