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mri_condensation's Introduction

MRI_condensation

In this repo, I perform dataset condensation via distrbution matching (https://github.com/VICO-UoE/DatasetCondensation), without differentiable siamese augmentation, on MRI classification dataset (https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri)

Conensation of Whole Unbalanced Dataset

image

Running Time (seconds) Accuracy over Real Training Accuracy over Real Testing Condensed Images per Class
676.7407 43.0662 29.9492 10

Condensation of Balanced Dataset

image

Running Time (seconds) Accuracy over Real Training Accuracy over Real Testing Condensed Images per Class
649.1408 25.1282 20.3046 10

Condensation of 20 MRI images/class into 2 images/class

image

Running Time (seconds) Accuracy over Real Training Accuracy over Real Testing Condensed Images per Class
311.9385 52.5 27.4112 2

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