MSDM-PAT

December 1, 2024 · View on GitHub

X. Song, X. Zou, K. Zeng, J. Li, S. Hou, Y. Wu, Z. Li, C. Ma, Z. Zheng, K. Guo, Q. Liu. Multiple diffusion models-enhanced extremely limited-view reconstruction strategy for photoacoustic tomography boosted by multi-scale priors

The forward diffusion and reverse diffusion processes

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The pipeline for the trainning and iterative reconstruction processes

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Reconstruction of simulated blood vessels in the limited-view case of 80°

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  • Accelerated model-based iterative reconstruction strategy for sparse-view photoacoustic tomography aided by multi-channel autoencoder priors
    [Paper] [Code]

  • Score-based generative model-assisted information compensation for high-quality limited-view reconstruction in photoacoustic tomography
    [Paper] [Code]

  • Sparse-view reconstruction for photoacoustic tomography combining diffusion model with model-based iteration
    [Paper] [Code]

  • Ultra-sparse reconstruction for photoacoustic tomography: sinogram domain prior-guided method exploiting enhanced score-based diffusion model
    [Paper] [Code]

  • Unsupervised disentanglement strategy for mitigating artifact in photoacoustic tomography under extremely sparse view
    [Paper] [Code]

  • Mean-reverting diffusion model-enhanced acoustic-resolution photoacoustic microscopy for resolution enhancement: Toward optical resolution
    [Paper] [Code]

  • PAT-public-data from NCU [Code]