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Essential baselines for PAT reconstruction. Work in progress.

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Baselines for PAT image enhancement and reconstruction

Related Works

Implemented Architecture Paper Title Citation
UNet U-Net: Convolutional Networks for Biomedical Image Segmentation citation
Uformer Uformer: A General U-Shaped Transformer for Image Restoration citation
UNet++ UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation citation
UNet 3+ UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation citation
FD UNet Fully Dense UNet for 2-D Sparse Photoacoustic Tomography Artifact Removal citation

Train

Run

torchrun --nproc_per_node=4 main.py --mode train --config configs/unet3p.py

Evaluation

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Essential baselines for PAT reconstruction. Work in progress.

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