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Elena Loli Piccolomini

Full Professor

Department of Computer Science and Engineering

Academic discipline: MATH-05/A Numerical Analysis

Teaching

Dissertation topics suggested by the teacher.

Master thesis in Computer Science (Computational Imaging course)

  1. Use of Latent Diffusion Models (LDM) for 2D medical image generation:
    a. Comparison with other generative models such as flow matching and Denoising Diffusion Models (DDM)
    b. Generation of “large-size” images (256×256, 512×512, …)
    c. Use of data augmentation in generation with LDM
  2. 3D generation: comparison of models (DDM, LDM, flow matching, …)
  3. Multimodal medical image generation
  4. Solving inverse problems (deblurring, denoising, CT reconstruction) with different generative models (DDM, LDM, flow matching)

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