Image Generation

1LoRA: Summation Compression for Very Low-Rank Adaptation

We propose 1LoRA (Summation Low-Rank Adaptation), a compute, parameter and memory efficient fine-tuning method which uses the feature sum as fixed compression and a single trainable vector as decompression.

Alessio Quercia, Zhuo Cao, Arya Bangun, Richard D. Paul, Abigail Morrison, Ira Assent, Hanno Scharr

MRI Reconstruction with Regularized 3D Diffusion Model (R3DM)

We propose a 3D MRI reconstruction method that leverages a regularized 3D diffusion model combined with optimization method.

Arya Bangun*, Zhuo Cao*, Alessio Quercia*, Hanno Scharr, Elizabeth Pfaehler