TenVOO represents 3D convolution weight updates as tensor networks, fine-tuning a brain MRI DDPM with only 0.3% of full trainable parameters while achieving competitive or better structural similarity on ADNI, PPMI, and BraTS2021.
IEEE Journal of Biomedical and Health Informatics (2024)
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Parameter-Efficient Fine-Tuning of 3D DDPM for MRI Image Generation Using Tensor Networks
TenVOO represents 3D convolution weight updates as tensor networks, fine-tuning a brain MRI DDPM with only 0.3% of full trainable parameters while achieving competitive or better structural similarity on ADNI, PPMI, and BraTS2021.