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Dataset Condensation Via Distribution Matching of MRI dataset

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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

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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

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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

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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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Dataset Condensation Via Distribution Matching of MRI dataset

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